{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image, ImageOps\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = 'all'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<div class=\"jumbotron\">\n",
    "    <p class=\"display-1 h1\">卷积神经网络</p>\n",
    "    <hr class=\"my-4\">\n",
    "    <p>主讲：李岩</p>\n",
    "    <p>管理学院</p>\n",
    "    <p>liyan@cumtb.edu.cn</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 图像数据的每个样本都由一个二维像素网格组成，每个像素可能是一个或者多个数值，取决于是黑白还是彩色图像\n",
    "- 到目前为止，我们处理这类结构丰富的数据的方式仅仅通过将图像数据展平成一维向量而忽略了每个图像的空间结构信息，再将数据送入一个全连接的多层感知机中"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<center><img src=\"../img/6_convolutional_neural_networks/pixels.png\" width=60%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<center><img src=\"../img/6_convolutional_neural_networks/rgbchannels.png\" width=80%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 因为这些网络特征元素的顺序是不变的，因此最优的结果是利用先验知识，即利用相近像素之间的相互关联性，从图像数据中学习得到有效的模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- **卷积神经网络**（convolutional neural network，CNN）是一类强大的、为处理图像数据而设计的神经网络\n",
    "- 基于卷积神经网络架构的模型在计算机视觉领域中已经占主导地位，当今几乎所有的图像识别、目标检测或语义分割相关的学术竞赛和商业应用都以这种方法为基础"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 卷积神经网络需要的参数少于全连接架构的网络，而且卷积也很容易用GPU并行计算\n",
    "- 因此卷积神经网络除了能够高效地采样从而获得精确的模型，还能够高效地计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# 从全连接层到卷积"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## 计算机视觉"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 计算机视觉（computer vision, CV）的任务：\n",
    "    - 物体分类（classification）：图像中的物体属于哪个类别？\n",
    "    - 物体辨认（identification）：图像中给定的物体是哪种类型的？\n",
    "    - 物体确认（verification）：这个物体在图像里吗？\n",
    "    - 物体检测（detection）：物体在图像中的哪个位置？\n",
    "    - 物体特征检测（landmark detection）：图像中物体的关键点是什么？\n",
    "    - 物体分割（segmentation）：图像中的哪些像素属于指定的物体？\n",
    "    - 物体认识（recognition）：这张图像中有哪些物体，它们在哪里？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<center><img src=\"../img/6_convolutional_neural_networks/computerVisionTasks.png\" width=80%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 全连接层的局限"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 之前讨论的多层感知机十分适合处理表格数据，其中行对应样本，列对应特征\n",
    "- 对于表格数据，寻找的模式可能涉及特征之间的交互，但是不能预先假设任何与特征交互相关的先验结构\n",
    "- 此时，多层感知机可能是最好的选择"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- **局限1：对于高维感知数据，这种缺少结构的网络可能会变得不实用**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 假设有一个足够充分的照片数据集，数据集中是拥有标注的照片，每张照片具有百万级像素，这意味着网络的每次输入都有一百万个维度\n",
    "- 即使将隐藏层维度降低到1000，这个全连接层也将有$10^6 \\times 10^3 = 10^9$个参数，想要训练这个模型将不可实现，因为需要有大量的GPU、分布式优化训练的经验和超乎常人的耐心"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- **局限2：缺乏空间结构信息**\n",
    "\n",
    "<center><img src=\"../img/6_convolutional_neural_networks/limitationsMLP.png\" width=80%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 卷积神经网络是机器学习利用自然图像中一些已知结构的创造性方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 不变性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 想从一张图片中找到某个物体，合理的假设是：无论哪种方法找到这个物体，都应该和物体的位置无关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 卷积神经网络正是将**空间不变性**（spatial invariance）的概念系统化，从而基于这个模型使用较少的参数来学习有用的表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 空间不变性具体包括：\n",
    "    - **平移不变性**（translation invariance）\n",
    "    - **局部性**（locality）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 平移不变性：不管检测对象出现在图像中的哪个位置，神经网络的前面几层应该对相同的图像区域具有相似的反应\n",
    "\n",
    "<center><img src=\"../img/6_convolutional_neural_networks/translationInvariance.png\" width=80%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 局部性：神经网络的前面几层应该只探索输入图像中的局部区域，而不过度在意图像中相隔较远区域的关系。最终，可以聚合这些局部特征，以在整个图像级别进行预测\n",
    "\n",
    "<center><img src=\"../img/6_convolutional_neural_networks/locality.png\" width=80%></center>\n",
    "\n",
    "天空周围的像素仍然是天空，向日葵附近的像素更有可能是向日葵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 多层感知机对图像的表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 多层感知机的输入是二维图像$\\mathbf{X}$，其隐藏表示$\\mathbf{H}$是一个矩阵，在代码中表示为二维张量。其中$\\mathbf{X}$和$\\mathbf{H}$具有相同的形状。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 使用$[\\mathbf{X}]_{i, j}$和$[\\mathbf{H}]_{i, j}$分别表示输入图像和隐藏表示中位置（$i$,$j$）处的像素。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<center><img src=\"../img/6_convolutional_neural_networks/imgMlp4Dim.svg\" width=50%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 为了使每个隐藏神经元都能接收到每个输入像素的信息，将参数从权重矩阵替换为四阶权重张量$\\mathsf{W}$。假设$\\mathbf{U}$包含偏置参数，可以将全连接层形式化地表示为\n",
    "\n",
    "$$\\begin{aligned} \\left[\\mathbf{H}\\right]_{i, j} &= [\\mathbf{U}]_{i, j} + \\sum_k \\sum_l[\\mathsf{W}]_{i, j, k, l}  [\\mathbf{X}]_{k, l}\\\\ &=  [\\mathbf{U}]_{i, j} +\n",
    "\\sum_a \\sum_b [\\mathsf{V}]_{i, j, a, b}  [\\mathbf{X}]_{i+a, j+b}.\\end{aligned}\n",
    "\\label{eq:fullConnectRelative}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 式\\eqref{eq:fullConnectRelative}中，从$\\mathsf{W}$到$\\mathsf{V}$的转换只是形式上的转换，因为在这两个四阶张量的元素之间存在一一对应的关系\n",
    "    - 从绝对位置变换为相对（$i$, $j$）的相对位置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 索引$a$和$b$通过在正偏移和负偏移之间移动覆盖了整个图像\n",
    "- 对于隐藏表示中任意给定位置（$i$,$j$）处的像素值$[\\mathbf{H}]_{i, j}$，可以通过在$X$中以$(i, j)$为中心对像素进行加权求和得到，加权使用的权重为$[\\mathsf{V}]_{i, j, a, b}$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 平移不变性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 意味着检测对象在输入$\\mathbf{X}$中的平移，应该仅导致隐藏表示$\\mathbf{H}$中的平移。也就是说，$\\mathsf{V}$和$\\mathbf{U}$实际上不依赖于$(i, j)$的值，并且$\\mathbf{U}$是一个常数，比如$u$。因此，可以简化$\\mathbf{H}$定义为：\n",
    "\n",
    "$$[\\mathbf{H}]_{i, j} = u + \\sum_a\\sum_b [\\mathbf{V}]_{a, b} [\\mathbf{X}]_{i+a, j+b}\n",
    "\\label{eq:convolution}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 式\\eqref{eq:convolution}表达的就是**卷积**（convolution），使用系数$[\\mathbf{V}]_{a, b}$对位置$(i, j)$附近的像素$(i+a, j+b)$进行加权得到$[\\mathbf{H}]_{i, j}$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- $[\\mathbf{V}]_{a, b}$的系数比$[\\mathsf{V}]_{i, j, a, b}$少很多，因为前者不再依赖于图像中的位置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 局部性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 为了收集用来训练参数$[\\mathbf{H}]_{i, j}$的相关信息，不应偏离到距$(i, j)$很远的地方\n",
    "- 这意味着在$|a|> \\Delta$或$|b| > \\Delta$的范围之外，可以设置$[\\mathbf{V}]_{a, b} = 0$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 因此，可以将$[\\mathbf{H}]_{i, j}$重写为\n",
    "\n",
    "$$[\\mathbf{H}]_{i, j} = u + \\sum_{a = -\\Delta}^{\\Delta} \\sum_{b = -\\Delta}^{\\Delta} [\\mathbf{V}]_{a, b}  [\\mathbf{X}]_{i+a, j+b}\n",
    "\\label{eq:convolutionLayer}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 式\\eqref{eq:convolutionLayer}是一个**卷积层**（convolutional layer），而卷积神经网络是包含卷积层的一类特殊的神经网络"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 在深度学习研究中，$\\mathbf{V}$被称为**卷积核**（convolution kernel）或者**滤波器**（filter），亦或简单地称之为该卷积层的**权重**，通常该权重是可学习的参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 卷积层示例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- $2\\times2$卷积层示例\n",
    "\n",
    "<center><img src=\"../img/6_convolutional_neural_networks/2by2convolution.png\" width=60%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 隐藏表示中的-3，是由输入图像中对应位置的像素及其周边像素通过加权求和得到，权重即为卷积核\n",
    "<center><img src=\"../img/6_convolutional_neural_networks/convolutionLayerExample.jpg\" width=60%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "\n",
    "- 当图像处理的局部区域很小时，卷积神经网络与多层感知机的训练有巨大差异\n",
    "    - 多层感知机可能需要数十亿个参数来表示网络中的一层，而现在卷积神经网络通常只需要几百个参数，而且不需要改变输入或隐藏表示的维数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 参数大幅减少的代价是，特征现在是平移不变的，并且当确定每个隐藏活性值时，每一层只包含局部的信息\n",
    "- 当图像不满足平移不变时，模型可能难以拟合训练数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 卷积"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 在数学中，两个函数（比如$f, g: \\mathbb{R}^d \\to \\mathbb{R}$）之间的“卷积”被定义为\n",
    "\n",
    "$$(f * g)(\\mathbf{t}) = \\int f(\\mathbf{\\tau}) g(\\mathbf{t}-\\mathbf{\\tau}) d\\mathbf{\\tau}.$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 卷积是当把一个函数沿y轴“翻转”并移位$\\mathbf{t}$时，测量$f(\\mathbf{\\tau})$围成的面积，且以$g(\\mathbf{t}-\\mathbf{\\tau})$为权重"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<center><img src=\"../img/6_convolutional_neural_networks/Convolution3.svg\" width=100%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 当为离散对象时，积分就变成求和。例如，对于由索引为$\\mathbb{Z}$的、平方可和的、无限维向量集合中抽取的向量，得到以下定义：\n",
    "\n",
    "$$(f * g)(i) = \\sum_a f(a) g(i-a)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 对于二维张量，则为$f$的索引$(a, b)$和$g$的索引$(i-a, j-b)$上的对应加和：\n",
    "\n",
    "$$(f * g)(i, j) = \\sum_a\\sum_b f(a, b) g(i-a, j-b)\n",
    "\\label{eq:convolution2D}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 卷积层根据滤波器$\\mathbf{V}$选取给定大小的窗口，并加权处理图片\n",
    "- 目标是学习一个模型，以便探测出在图像最可能出现的地方"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 通道"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 然而上述方法忽略了图像一般包含三个通道/三种原色（红色、绿色和蓝色）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 图像不是二维张量，而是一个由高度、宽度和颜色组成的三维张量，比如包含$1024 \\times 1024 \\times 3$个像素\n",
    "- 前两个轴与像素的空间位置有关，而第三个轴可以看作每个像素的多维表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<div class=\"row\">\n",
    "    <div class=\"col-md-6\">\n",
    "        <img src=\"../img/6_convolutional_neural_networks/coloimage1.jpg\" width=100%>\n",
    "    </div>\n",
    "    <div class=\"col-md-6\">\n",
    "        <img src=\"../img/6_convolutional_neural_networks/coloimage2.jpg\" width=100%>\n",
    "    </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 因此，将$\\mathsf{X}$索引为$[\\mathsf{X}]_{i, j, k}$\n",
    "- 由此卷积相应地调整为$[\\mathsf{V}]_{a,b,c}$，而不是$[\\mathbf{V}]_{a,b}$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 由于输入图像是三维的，隐藏表示$\\mathsf{H}$也最好采用三维张量\n",
    "- 对于每一个空间位置，采用一组而不是一个隐藏表示。这样一组隐藏表示可以想象成一些互相堆叠的二维网格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 因此，可以把隐藏表示想象为一系列具有二维张量的**通道**（channel）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 因为每个通道都向后续层提供一组空间化的学习特征，因此，这些通道有时也被称为**特征映射**（feature maps）\n",
    "    - 直观上可以想象在靠近输入的底层，一些通道专门识别边缘，而一些通道专门识别纹理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "origin_pos": 0,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 为了支持输入$\\mathsf{X}$和隐藏表示$\\mathsf{H}$中的多个通道，可以在$\\mathsf{V}$中添加第四个坐标，即$[\\mathsf{V}]_{a, b, c, d}$，$d$代表输出的通道数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 综上所述，\n",
    "\n",
    "$$[\\mathsf{H}]_{i,j,d} = \\sum_{a = -\\Delta}^{\\Delta} \\sum_{b = -\\Delta}^{\\Delta} \\sum_c [\\mathsf{V}]_{a, b, c, d} [\\mathsf{X}]_{i+a, j+b, c}\n",
    "\\label{eq:convLayerChannels}$$\n",
    "\n",
    "其中隐藏表示$\\mathsf{H}$中的索引$d$表示输出通道，而随后的输出将继续以三维张量$\\mathsf{H}$作为输入进入下一个卷积层。所以，式 \\eqref{eq:convLayerChannels}可以定义具有多个通道的卷积层，而其中$\\mathsf{V}$是该卷积层的权重"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 卷积层"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 考虑一个$5\\times5\\times3$的图像，一个卷积层有4个卷积核\n",
    "- 卷积层的输出的形状为$4\\times4\\times4$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<center><img src=\"../img/6_convolutional_neural_networks/convolutionLayer.svg\" width=100%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# 图像卷积"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## 互相关运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 严格来说，卷积层是个错误的叫法，因为它所表达的运算其实是**互相关运算**（cross-correlation），而不是卷积运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 在卷积层中，输入张量和核张量通过互相关运算产生输出张量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 暂时忽略通道（第三维）这一情况，在下图中，输入是高度为3、宽度为3的二维张量（即形状为3×\n",
    "3\n",
    "）。卷积核的高度和宽度都是\n",
    "2\n",
    "，而卷积核窗口（或卷积窗口）的形状由内核的高度和宽度决定（即\n",
    "2\n",
    "×\n",
    "2\n",
    "）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<center><img src=\"../img/6_convolutional_neural_networks/correlation.svg\" width=100%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 上图中，输出张量的四个元素由二维互相关运算得到，输出高度为$2$、宽度为$2$，如下所示：\n",
    "\n",
    "$$\n",
    "0\\times0+1\\times1+3\\times2+4\\times3=19,\\\\\n",
    "1\\times0+2\\times1+4\\times2+5\\times3=25,\\\\\n",
    "3\\times0+4\\times1+6\\times2+7\\times3=37,\\\\\n",
    "4\\times0+5\\times1+7\\times2+8\\times3=43.\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 卷积核的完整计算\n",
    "\n",
    "<center><img src=\"../img/6_convolutional_neural_networks/convolutionAnimation.gif\" width=40%></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 输出大小等于输入大小$n_h \\times n_w$减去卷积核大小$k_h \\times k_w$，即：\n",
    "\n",
    "$$(n_h-k_h+1) \\times (n_w-k_w+1).$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.202461Z",
     "iopub.status.busy": "2022-07-31T02:29:06.202245Z",
     "iopub.status.idle": "2022-07-31T02:29:06.207535Z",
     "shell.execute_reply": "2022-07-31T02:29:06.206895Z"
    },
    "origin_pos": 3,
    "slideshow": {
     "slide_type": "slide"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def corr2d(X, K):\n",
    "    \"\"\"计算二维互相关运算\n",
    "        X是输入张量\n",
    "        K是卷积核张量\n",
    "    \"\"\"\n",
    "    h, w = K.shape # 核的形状\n",
    "    Y = torch.zeros((X.shape[0] - h + 1, X.shape[1] - w + 1)) # 输出的形状\n",
    "    for i in range(Y.shape[0]):\n",
    "        for j in range(Y.shape[1]):\n",
    "            Y[i, j] = (X[i:i + h, j:j + w] * K).sum() # 卷积\n",
    "    return Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.210182Z",
     "iopub.status.busy": "2022-07-31T02:29:06.209977Z",
     "iopub.status.idle": "2022-07-31T02:29:06.218527Z",
     "shell.execute_reply": "2022-07-31T02:29:06.217894Z"
    },
    "origin_pos": 6,
    "slideshow": {
     "slide_type": "fragment"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[19., 25.],\n",
       "        [37., 43.]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 验证上述二维互相关运算的输出\n",
    "X = torch.tensor([[0.0, 1.0, 2.0], [3.0, 4.0, 5.0], [6.0, 7.0, 8.0]])\n",
    "K = torch.tensor([[0.0, 1.0], [2.0, 3.0]])\n",
    "corr2d(X, K)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 卷积层的一个简单应用：检测图像中不同颜色的边缘"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 通过找到像素变化的位置，来检测图像中不同颜色的边缘"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### 生成X和y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 构造一个$6\\times 8$像素的黑白图像。中间四列为黑色（$0$），其余像素为白色（$1$）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.228717Z",
     "iopub.status.busy": "2022-07-31T02:29:06.228295Z",
     "iopub.status.idle": "2022-07-31T02:29:06.233997Z",
     "shell.execute_reply": "2022-07-31T02:29:06.233381Z"
    },
    "origin_pos": 12,
    "slideshow": {
     "slide_type": "fragment"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[1., 1., 0., 0., 0., 0., 1., 1.],\n",
       "        [1., 1., 0., 0., 0., 0., 1., 1.],\n",
       "        [1., 1., 0., 0., 0., 0., 1., 1.],\n",
       "        [1., 1., 0., 0., 0., 0., 1., 1.],\n",
       "        [1., 1., 0., 0., 0., 0., 1., 1.],\n",
       "        [1., 1., 0., 0., 0., 0., 1., 1.]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = torch.ones((6, 8))\n",
    "X[:, 2:6] = 0\n",
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 构造一个高度为$1$、宽度为$2$的卷积核`K`\n",
    "- 当进行互相关运算时，如果水平相邻的两元素相同，则输出为零，否则输出为非零"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.236985Z",
     "iopub.status.busy": "2022-07-31T02:29:06.236563Z",
     "iopub.status.idle": "2022-07-31T02:29:06.240094Z",
     "shell.execute_reply": "2022-07-31T02:29:06.239462Z"
    },
    "origin_pos": 15,
    "slideshow": {
     "slide_type": "fragment"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "K = torch.tensor([[1.0, -1.0]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- 对参数`X`（输入）和`K`（卷积核）执行互相关运算。\n",
    "\n",
    "- 输出`Y`中的1代表从白色到黑色的边缘，-1代表从黑色到白色的边缘\n",
    "\n",
    "- 其他情况的输出为$0$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.243087Z",
     "iopub.status.busy": "2022-07-31T02:29:06.242577Z",
     "iopub.status.idle": "2022-07-31T02:29:06.248745Z",
     "shell.execute_reply": "2022-07-31T02:29:06.248123Z"
    },
    "origin_pos": 17,
    "slideshow": {
     "slide_type": "fragment"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.,  1.,  0.,  0.,  0., -1.,  0.],\n",
       "        [ 0.,  1.,  0.,  0.,  0., -1.,  0.],\n",
       "        [ 0.,  1.,  0.,  0.,  0., -1.,  0.],\n",
       "        [ 0.,  1.,  0.,  0.,  0., -1.,  0.],\n",
       "        [ 0.,  1.,  0.,  0.,  0., -1.,  0.],\n",
       "        [ 0.,  1.,  0.,  0.,  0., -1.,  0.]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y = corr2d(X, K)\n",
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.251821Z",
     "iopub.status.busy": "2022-07-31T02:29:06.251251Z",
     "iopub.status.idle": "2022-07-31T02:29:06.257279Z",
     "shell.execute_reply": "2022-07-31T02:29:06.256665Z"
    },
    "origin_pos": 19,
    "scrolled": true,
    "slideshow": {
     "slide_type": "slide"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[1., 1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1., 1.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [1., 1., 1., 1., 1., 1.],\n",
       "        [1., 1., 1., 1., 1., 1.]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "tensor([[0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0.]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将输入的二维图像转置，再进行如上的互相关运算\n",
    "\n",
    "X.T\n",
    "\n",
    "corr2d(X.T, K)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 卷积核`K`只可以检测垂直边缘，无法检测水平边缘"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 不同卷积核的效果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "```python\n",
    "import cv2\n",
    "from PIL import Image, ImageOps\n",
    "```\n",
    "- 安装计算机视觉库`opencv`\n",
    "\n",
    "```python\n",
    "pip install opencv-python -i https://pypi.tuna.tsinghua.edu.cn/simple\n",
    "```\n",
    "\n",
    "- 导入的时候是`import cv2`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# 读入图片，并转换为灰度图\n",
    "\n",
    "leo = ImageOps.grayscale(Image.open('../img/6_convolutional_neural_networks/lion.png'))\n",
    "leo_arr = np.array(leo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       ...,\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255]], dtype=uint8)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(252, 257)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f20ea9d9748>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "leo_arr   # 图片灰度数据\n",
    "leo_arr.shape  # 图片数据形状\n",
    "plt.imshow(leo_arr,cmap='gray')  # 显示灰度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "def display_kernel(X_ipt, kernel):\n",
    "    \"\"\"\n",
    "    X_ipt: 输入图像灰度数据\n",
    "    kernel：输入卷积核\n",
    "    展示不同卷积核对图像的效果\n",
    "    \"\"\"\n",
    "\n",
    "    conv_res = corr2d(torch.tensor(X_ipt),kernel)  # 计算卷积结果\n",
    "    f, ax = plt.subplots(1,2, figsize=(8,12))\n",
    "    ax[0].imshow(X_ipt,cmap='gray')\n",
    "    ax[1].imshow(conv_res,cmap='gray')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def display_kernel(X_ipt, kernel):\n",
    "    \"\"\"\n",
    "    X_ipt: 输入图像灰度数据\n",
    "    kernel：输入卷积核\n",
    "    展示不同卷积核对图像的效果\n",
    "    \"\"\"\n",
    "    with torch.no_grad():\n",
    "        conv2d = nn.Conv2d(1,1,kernel_size=(3,3))\n",
    "        conv2d.weight.data[:] = kernel.reshape((1,1)+kernel.shape)\n",
    "        X_ipt = torch.tensor(X_ipt).type(torch.float32)  # numpy数据类型转换成tensor数据类型\n",
    "        X_ipt = X_ipt.reshape((1,1)+X_ipt.shape)     # 改变输入数据形状，使其与卷积核前两个维度一致\n",
    "        conv_res = conv2d(X_ipt)  # 计算卷积结果\n",
    "        f, ax = plt.subplots(1,2, figsize=(8,12))\n",
    "        ax[0].imshow(X_ipt.reshape(X_ipt.shape[2:]),cmap='gray')  # 将数据的前两维去除\n",
    "        ax[1].imshow(conv_res.reshape(conv_res.shape[2:]),cmap='gray')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 检测水平边缘\n",
    "kernel_sobel_gy = torch.tensor([[-1, -2, -1],[0, 0, 0],[1, 2, 1]])\n",
    "display_kernel(leo_arr,kernel_sobel_gy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 检测垂直边缘\n",
    "kernel_sobel_gx = torch.tensor([[-1, 0, 1],[-2, 0, 2],[-1, 0, 1]])\n",
    "display_kernel(leo_arr,kernel_sobel_gx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 检测边缘\n",
    "kernel_outline = torch.tensor([[-1, -1, -1],[-1, 8, -1],[-1, -1, -1]])\n",
    "display_kernel(leo_arr,kernel_outline)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uv8+10Ub/dsa7wmA7nU781m/9Fn7rt37rDT+nI8JqtTqUa+Zn6DUy30NPkpGd2+0e2qT05vnyPR4P+v0+8vn8EATFl8bIenV1VTYIjX4gEEA4HEa9Xke328Xk5KTAUo1GAyMjI2i1WjJPwnGVSkXgZ86HSoMC0Ww2JVLmMzcaDcnH6lwSMBAQPvNeQk0FQEHUuTYAqNfrouQYybTbbYGmtFOhoXBudCpSRkD05EnOoWLm+6TSZZ7Zqow0cWh0dBT5fB75fB7AQIHE43F8+MMfRiQSwfr6ury3XC6HUqkk9zBNE41GA+fPn4fdbpeUB9euXq+LE1Or1bC4uAin04lgMCjOB9eIAh4IBDA3NwebzYbl5eU9WcbvlVGv1/H000+/7me473Q0yp9RserfO53OIT4BAIn0rE6kdkC5x7rdLgKBADwej0RlhLnr9boYazqLfr8ffr9fDDRlv9VqifzRINAx4KBTr6NdGhxGptRJlHk+D7+nDbaWVR2pWg0yh3bItVOt9R1lgYbr9Qhs/KP5OXR4iJQx5UCnX6fA+L6sqTjOSa+jzlXzWRmURCIRdLtd5HK5IT3OPaEdKa4hkS6NCmqHzrr/9Dz1td+oQuD7He8Kg/39DithwzRN8bC1d6QFncaFAkdYjZ4XDYbOvXS7XVSrVVSrVQSDQUSjUYnSCoUCNjY2sLS0JJ4gN0UymcTY2JjktkdGRgRG63a7YjybzaYIPaN55mGKxaJsZLfbLQJAiIlG3uPxyLNb82Pa8OrnplcM7M2m1rAQlUuxWBQYnA5CMBgcupdWDBoGpBC3Wi2B+/k350OvnMrLSnThe9fQlM02IJglEgmJqih8iUQC99xzD5LJpDhl5XJ5CELzeDwwTRPXr19Hp9PBBz7wAUSjUVQqlSF4UOdK19bWxIjE43GB+anERkZGxHGy2WzIZDJviwy8m4bOv1rJTcBunphrCmCIrEU5pzLlfgJ2o3KSz8LhMILBoHBRisUiqtUqWq0WQqEQwuEwvF6vRLk+n09yq3QiGTXSyGojrSM9/q3z6ho90Dlfza7WUKx+Ln6fa8YokRGm1UBrJ5kyzTUGIM4zv2vNs1sNLe9P466fm+uuCWja6djLEdDz1fPSv9fpDgZTJHdyP2jDrPcEU4UM6Dwej+yJvVAK7VhZYW/9M72/3ux4TxlsCrP2gEhAACC5C7vdLp40Iz2r105hsNlsEv0y/0KlcPjwYczNzaFer+Pq1avY3NzExsYGFhYW0Gq1RHBqtRqCwSDGxsYQCATEgdAsc5/PB6fTKUQXlqcw2uTvXC6X/I4IATckhYXP4/f7JT+tGdeaxUpBI6mr1WqhUqkM5QN7vZ5A7RQSKptGoyFGmutEQeO6k2GrERAA4mXTGPt8PlkHrv1erFNgGD7TTgSvZ7PZkEwm0el0sLW1hUgkAtMcME7pYNntduRyORw/fhymaSKfzw8p95GREVy+fBnBYBAnTpwYQgC4jziHSqWCq1evSj6VCpTPzvXy+/2Ym5tDOBwWCHR/3HpoY6GjHx3FMZKmw8bvaae02+2iXq9L5QSh70QiAa/XC8MwsLOzg9XVVRQKBTSbTQQCAfj9foRCIXGaabC73S5KpdIQ05hKnkgTlT3nxn1B55FOq06lMSdO5W81IiTfUZaA3ZQQ0QTNRKfDy8BEf17LjHZCmcfWKTf9O/5bO/B0ULSjr9EL6gKNDlhTZjqXrZ0DfZ+9Um7UNYVCQfQp0wzkEGjD6nA4UKlUhgyyjrY5J+pG7WzwvlwznZapVquiJ9/seE8ZbA5NIKBxBAYL7fF4RGB1zkXDZxoiSafTqFQqEhX7/X5MTk5idnYWsVgMuVwOS0tLWFlZwdmzZ0VYKXi85+joqDCN6RBo40DjzsiMpWbBYHBowzUaDcl1c55kd5bLZTGyjNz5HDQcjNpJxGu323A6nRgdHUWz2RTmpTaCrVZLYGB6/VSEdF40vG2FxbXgARCjxj86p03hs0J7Whnrcj167JyTJv14PB7Jk3L+fr9fWOPFYhFutxuTk5Mol8uo1+toNBqi4Bmp37hxA0tLS5iYmMD8/DxCodBQuZhWcOvr63C73ZiZmUEkErkpbw9Acp/7Bvv1h3bUgF0omcpScxt0lKgVOQ0k5YmkMZ/Ph2g0KlyS7e3toT3g9XqRSCTE+eOe4x6t1+tD71+jd4RxCeHS8aacWElcNHaadEaDo50/6gsGJfyMjlw5D5JPNbqoIWvteGpZB3YrZIj86RQPMBzNa6iYcqfTPfyZRgL2ilL3gu+txpN7getqrcHWhE4aY74f/Xtyhnw+39Baamibz893qQMhPW/9b9Zn3854zxlsLcwcOr/MWmF6r5o4oDdWq9WS2mlg4KmlUikcOnQIMzMzAn0XCgXs7OxgaWlJlDyNMDcrC/IpRBxU4M1mUwQjn89LrbCuEeW1OSh49KhJuuFGbTab4pjQGcjlckOkLZ1j5tppxraOUvgZnVqgZ03SDZ0C5vRuZXQ1i5p1j1aykM6VW6F1PW+9JvSudVmG1+uFz+cbyu0zVVIsFuXzoVAIiURC6mi9Xi/q9bqkHarVqgg0UQ+tzPkeSqUS0um0vEPOQ0OhnMN7lXj2/QwdbQHDKSv+XKd89F6gYaLx63Q6GBkZgd/vRzgcRjweF67I8vIyVlZW5L1w7wSDwaG8OPejdng10YlOnjZiNCzAbhTI72nkCIDME4B8TiMITIEBA2e8VCrBbrcP1Q1zWHPYmptxq8Hno4POvX2r8jPrH86RkDvvr9/n9zOssLPVmJP4SThf6yJ9D+pO6nSdWuDesDqDOhWn0w06AOS9+Jycn0Ycbme8pww2BYEvnVEbI7m9GIFacPiiWq3WUKlWIBDAyZMnMTk5iXA4jHw+j2vXrolxWl1dxfr6urw4j8cjjGnmk/nyabh1uQO9P5Y7FItFac6h8z9aadGLJCStjaHD4RDYnIzXXC6HTCYj8LpuRkLYjMqHsDvnzGsCu5A4BYGKr1KpSM640WjItXkNCrxWxFYnSeeddKRkhcKtHjS/C+zWt/KaGo6jwBGV8Hq9KJVKcDgciMfjwl1gXbYWalYebG1twTRNpFIpjI+Pw+12S302HQ+bbVAjyjmzzljvub0iiv2xO3RERuNB5WyFWfm+9X7RssCcssvlQjgchs02YBJvb29je3sbpjmoIqlUKqhWq4hGo/D5fOJUMn1FuWYpJvcl0TQr1Mx3zE5ajHb1fCkHuvcC94kOJCiXOkrX3bu0XFjTNvydri7RBlY7xzTuNHhEuzQ0zDXXhtUKz3Pslfe91dDf3ctB0HpQO8waEeM9mf6griNZV8+JelhzDogYWtdKp2LoAGgCr2aT3854TxlsYHeDErqi4eDL0q0Lufj0Yik0Xq9XavYCgQAOHDiAqakpuN1u5HI53LhxQyCxa9eu4ZVXXhEP2uVyIZFIyKYPhULShYkv2jRNxGIxibz40nUNtfautQBqYWckW61WhxSA9rCpoBYXF5HP5xGNRuVZm82mRIu6Htvr9UoDCHrZe+WgNDzHPDkAgf11mz/tCWtY0wqjWfNYwDBZhoPPz8iW0CHhRyo7Rjl0mjQ0zeY3uVwOOzs7Aof3+4MmFbw+HSqWF9VqNRSLRSQSCQC7CI5OrwBApVIZKouh8/ZWlH+8F4aGW4FduFnvRw1h8o/mGhD2pC7odDrI5/PY2dnBzs6O7NNKpYJisQifzyfkQADCHg+FQuj1etI9T/MsSDjTZZHaodWGhXtaE191lM7n3QvCttvtkjNnZG2N8PRa6UgS2M3ra8PDdbbez2p4OTfmebVsUifsBZvzM7yuFU7Xn7XmivXa6GtYAzO+J+oCOhh6f1D/aCeFKUKSf/kzOlY6BcfrWpnzWgda5/5mxnvOYGvjBux219GQk4a5KGQkk9ntdjHOdrsdoVBIao2z2SyWl5eRzWZRKBSwtLSES5cuYWdnRwxCq9VCqVTC6dOnpYzn5ZdfFiJXs9mE1+u9CTLVORaSWpiHpYOhcy3AcFmDhqNZ6kXP0TAMTExMYHt7G8ViEYFAQAw9m58wr2cYhtSXawiIg5uagqDvXalU4Pf7hzxN7Zny/9zwfFZr/pv30bCUtQyKQkJGPR0cfpfKgcac75a/I9ydSqVgs9mwtraGnZ0deR+Ex6rV6lBur9/vIxgMIpfLwefzyfrx32QOj46OCpROIqEVXbhdRum7eeg9o6FGvneNwlhznA6HA6FQSDgEJIyWy2VBgJgeInLCDmaJRELkAICw+3u9Hra2tpDNZsXp0vuOjZk4rBC6Na+tja12ZjXPgw61jgz5fA6HA9VqFaFQaKhpCJ0Dbdwos5r8qI2ddR21YdetRDlH/q0jUP19ztUKm+sIWCNMWiY0F2WvwchXE4v1nqCDEggERG/qqFc7JtopYxqA0btGaXkNoqC8h07PaPTsdsZ7ymDbbLYhxa2NNIcWKm4YssdTqRSmpqYwPj4uELqGyVdWVqSd6Y0bN3DlyhUUCgUYxm5TFOY/p6amkEgkUCwWJbKiVxiLxaR0iNEAr+F0OqWBBz1GXQNOT54wDxU/BbxarYrB1ihCIpFAIBDA6uoq7Ha7NHlgmRpzQ+FwGCMjIwgGgygWi8Kq9Xq9Yhw1U5R/k3nJBjVWIbUSUxixMjq1RtAairN6/RoaZSMFm82GUCgk3+fcOHcySDWrs9/vw+fzYW5uTpyOXC4n74UlP6VSSZqd8J7sjGaz2RAMBsWJYYqAOW8AKJfLsp9ISmG+c3/sPawpDR0VaqPAQeXpcrmE2U0jTXhUEzLZCKVer0tnwlgsJsaa6SceVJLP56X8j5E6jTJlxxoNUoETqaFjzufTURoAMTraGWa/ek2eBQb7l9E2AxLuP7022img00D507JsjZABCOdHr52GqfX3NFppjfb17/eKoimLdPSJ+tGJ14adgQuf1+pccM/wOalj6KToOemAh9djxM2Upl4vrol17+l3bV3DH3S85ww28xDaW+RG0PAJc0/MJbOdJestdc6HMOjy8jKq1SouX76MxcVFVKtVABBiEmt4Dx8+jEgkAgBDBpkCxs48jKK1IuLGo5DobkzAboShobV+vy/125lMBrFYTPoO65wYN61WMLoTEZnlPp9Pys9061RgmJyiYW0A4gj4/X6J7PkO6DXrwwloPHW+iN9hbeReeTJ+j84L14Rz0F43naVKpSKQNoVP5x7n5+dRr9fx1FNPSe/4Vqsl68hUBTBon8l9w+ciyc/n86HdbiOXy0k6giShWCwmSuRWEcT+2B1WOb4VtKvzkERUms2mGGudqiDqwYYnnU4HoVAI0Wh0CD72+/3ys0KhING5NkTc45RjPXSUqCO67ycC49612+2y/zTaxWvTmQewpxOtI2i9BnvlWnVkTX1BJIGogDUy1obTup911KzRDz0/Dr1+2vBp53qvuVrl3IoCMFXHdBmvowMAOkka8tbX0mumn12jCrzeWzHec1pBe0M6L2TNk7IzVSQSQTwex+joKLxerxg0Gjc2IGHea2FhAZcuXZJ8NTdev9/H5OQkjh8/LjnsZrMpNZ38nM7rWuEj5tw4Z5LQaBisXh03jM4zk1TG69Ort9ls0hKVhkh72fTYi8UiTNOEz+cTeLtSqQwJlYbtaHgNwxAGLiNszkFDRTTW+qQkYLdZA/P4NNh7DV1GBuwqKytsznXh8XoULranpIfOU4Dm5uZw+fLlISaqYRhSgpVOp6XW0uv1olwuI5/Py2EEzWYTwWAQNptNWLzsU8+Oa6FQaEjZvFvHD4Ie7LUONK7WNII2RCRzWTsAFotFkR2yremQFotFlEol4X+kUinhdZC/MjIygtHRUYHBWaVBFI2OvlV+tdPJ90tdxIoI7hOrEeI6aINOA6/hdp3q4RppZ966bnpeAIaCBO1wW9ELRposm9Mohw6K9DU1tK/XgmtlLYvS7xrAUIRKIqyOsDm0A6IJqLy35gGwIx0RS6vjoo0/U47W9q86nWBF+XRp31vhhL+nDLbO8XLBSSSjsJP1ze5FyWQSfr9fhMVms6FcLkuPYNZZLy4uYnFxEQsLC/D5fMIm9ng8CAQCCAQCuPfeexGPxwX2bDabyGazAHZbJ+qGB3pejNgIt7FOMBgMDgmmjnSBYWY8owUaP+39mqYpeeytrS3J4erWihSqUqkk+T2Px4NSqXSTMtEwEKHIWCyGYDA4pEzIztXQICErXauuy7H0+9xLsRHKB3YFVJPC9LwYjdAZ48EtVCZU9oReH3roIVy/fh0XLlwQNACAdMPSyEKr1cLq6irC4TAmJyclJUHFnk6n0Ww2ZV0ymQzK5TKSyaS8k3fryOVyeOGFFyQyDIfDiEajWFhYkD05NTWFO++8c8/vc/9Q8WujQ4PFVqKaNEqCZ7+/20zFNE2USiVsb28LsdDlckn6i/0ISASlI7m5uSncExottifVpEqrI60NYbfblbQMf0/jZzVs+lrc+5wbn1tHqrwHjQblQMuqvj7TToSd94pKeQ86q3Rmde6c86MTwb4L2mjybyJ7NJDasOuhiajAbipEv3Or4eaz0KjzWXUVkM/nkzXX5Vpar3BdtIHW+WlgFwXkfqbjRWKyRmduZ7zjDPa//bf/VpSx3W7HZz/7WfyX//Jf5PczMzP47Gc/u+d3GdXqvKgmMvj9fsTjcYyNjSGZTEp3L74wvlQufrFYxLPPPoulpSVsbW1hfX0do6Oj8Pv9KBQKcDgc0mp0enoaExMTUo9sGAbq9bqcscu5sHELPTYAQ0YBGGyGWCyGUCgEr9eLRqMx1AgBuDmXZLfbUavVhvKkFHQKdjAYxOzsLGq1GsrlshBK+DmSLXRem0N7yhoCp4HkkYPaU3c6nRIBaaejWCyiXC5LjpACTIVAb5Uw5F7vmc9PAdcdoxi960YT2lkyTVMcFioFpgdmZmaQTCbRaDRw5coV4QcQWmMjG/IearUalpaWxAHs9wcHVrAkb319HbVaDdPT06jX60Ja0ejMu3GwROqnf/qnUSqVsLa2JodofOYzn8HY2BhCoRBarRZeffXV172WJlTRqSW/wDQHzYTYtEKjRjS0mUwG29vbaLfb8Hq9cDqdiEajmJmZgWEYQ0qXThr75BOholEkDM09pQ0Eh5YVGms6i5Rl7bhbn1VD4DSQTKfR+FD2tX7T+WprvtgK92pjbYXReQ06xjoSpQ7SrHjOk+uh5wdgCO3Yy6hb/2g0xfo7rpHOk+tgTOsmph1pF3hwD9eUjp6GyomKMB1pRTepnzqdjpz9oEnOt2u031EG2zRN/Kf/9J9w3333we/343/9r/+Fr371qzh//jy++MUv4iMf+cgQsWiv7xPOpGdH5chzpcfHx5FMJgW61J44YbVms4lr167hxRdfxObmJi5fvoy1tTW43W7Mzs5KfoveODuFsWsX88/McRuGgWazKdE4PXT+joaHcJvb7cb4+DgcDod4t/ysFjJu2n5/l5ym6wn5Ow1nh0IhTExMCJudx1fqe1BhaOeAgqZzz/Scmbvndfg93bmNQkujZZomKpUKQqHQTYLG9dLRxRsNa75fR9daOVG4qtXqUA7QZtutLmAr0o2NDezs7AwpCrvdPnQUo2ma2NraQr/fx+HDh+V0sFqtJkagUqng4sWLUnWwtbUlyuTdOlKpFH7hF34BP/MzP4Ovfe1rKBQKGB8fx4kTJ3DvvfcKWkWUxTr47mj89FGsVLhUmjSC2onrdrtST08jHAqFpHlKMpmUMk12D6xUKvI5RtS8DzkKlANG13RudRkRnXLdgpT30I66NSfM57ZGjdpgWPPSNPA66taOOrCrN6wsZo1a6BwtnXAeZKL1kzaWdGZ1esB6T2A4vcFr62fWuof/1864FV2x6kHd4cw6Hx0RW/tCcD0YtBAZs6KewG7JLeduGIODl3T5Lft93M54RxlswzCwsbEBh8OBbDaLK1eu4Pz58wAGZxZPTk6+bjtHwxjkPqvVqhixWCyGVCol5Vk8UYkvWsM0pmkinU7j3LlzWFlZkfOTyX7m8ZbAbq6cL1Uzo03TRLValaYczWZT8qj6cA+djxodHZVWiIweuDkYzVFArM0S7Ha7HFRABcIoXjeY4PcikQgOHjyIa9euoVwuS1MHOhxaOIFdchZL3zh6vR58Pp/kbukk0TPnUYT8OQA5LIFEPjJ0CU9TOJne0A0l9Lysio/vn9ER3y072/HdaEckk8kgHA4jFApJdM9ewOPj47j77rvxwgsvoFgsSrTEQ0VWV1eRzWZFsa2srMh5yfF4HJVKBYVCAfF4HO12G6VSSQ4mqNfr2NnZ+b6dkXfi4Il2v/3bv43/+T//J+bm5vBzP/dzKBaLePLJJ/HMM89gYmICDzzwAAqFAoABme/q1asoFApDpTU8s55KmZE0D3bRzi8jpFKpJLqETnIymZQ+8k6nU5AefqdWq0nek3JE59vhcMj56TTC2kmkHAeDQYFPmX6hE6th/l6vdxPjmMZXR3NW7gqwa9R5bUbPOjrl9awonDZ21qiW8kOZoQND9ImIhTW6BiAyrQmyVhTQZtvti8HgyspW1+mPvQIUq4Nj/Zm17Euzv7k2DJ508EHdymvpKFw7M3S0NaLA3/PZbme8oww2MGBnrqys4DOf+QyuXbuGj370o/jGN76BX/mVX8Gv/Mqv4MEHH8RTTz0ln9/c3MR3vvMdABgqd4rFYpibm0MymUQoFILb7RbIWRtpGoBKpYLNzU1897vfRa1Ww/b2NnZ2dhAIBDA1NSUvp1wuS2RdqVSwsLCAUCiEQ4cOiQedz+dF+KPRKEqlkkQAvDfPd02lUohEIggGgwiFQqjX6xK5WvN3Vk+T12P+l8/E0hMrCYKwYa836ImeTCaRTqdRLpcBDMrbNIFCG0p6qFYYiQaXNa+cI0krVC701ok80NuORCJy+hE9ZA2Rk/lLY2stLeP7pODyPTFfTk9YM9Gp7ABIDS7RAF5rZGQEJ06cQLvdxpNPPinXINxOx408BpKdrly5grvuukscl1qtBpfLJWecFwoFUVx75effLaPX6+HKlSv48pe/jOnpafz6r/86JiYmcPHiRTkE59ixY0gmk9jc3AQwkN+ZmRncd9994vx0OoPz4cm2ZxmWlUGuDWO5XJZ1jkQicLvdiMViiEajQqyk4mb3MEbis7Ozcvwtr0t51Cfi0UGn08XyRzrPnU5HrqGjVMrIXoNGh8/GyFl/z2oMGSXSkOiqFH5ur9ys1VgDuwgSSVosJaMs6+hao3q6p7luNWytzqFO4b20zOpn4lrw3WoHXRNM9feZCtPpBGteHBiksLhvmJogWsZn1HPhZ3RzHO1YaVIr73874x1nsHO5HD7zmc/g29/+Nr74xS/ic5/7HP7sz/4MAPBv/s2/uenz9Ka1xxmLxXDo0CFMT08jEAgMQWt8wSQNcWOur6/jypUrYqi73S7Gx8cRDodFCCjkgUAAlUoFi4uLWFpawqlTp4QgAkBKoWgcmQtjsxQaH7vdjmQyiWQyKZtPH4BBgdSNXqy5Ml6LkSEjf3rwenMR5uv1BscKjo2NodFoYHt7eyjHDGDISHu93qF5UKEwCp6dnRVynM1mk2MydcMHKke3242NjQ05xpBR08zMzJAR5v24bpq0RriKQqujft6TzTJ0v3IqADpvFGjm/DU5qN8fNEiZm5sb6hUfCATkIJFoNDrkxJmmiaWlJUQiEdxxxx1wOp0olUpyClkwGEShUBhKlbxbRzqdxre+9S1Eo1F8/vOfx/j4OH7/938fhUIBx48fx5NPPonZ2dkhBTc5OYmpqSk4HA6cP38eLpcLoVAI/X4f2WxW6qkZYXPoMkWmXeh0+Xw+jI6Owu12o1wuC+lMO4fFYlFOnJuYmBAUj2iW3W6Xa3I/Op1OVKtVuQ4rCVhOpkunKNuaDAtgKBrTxlOnwTgPDZXTIGuDpKFyDQvr6+h76JSaHszxs1qEXBA63dacL3PDhIN5Rjj1K/WYztnrRklcF2D4EBKdM+e9dNqKCAcdKqKXdOi4vnptyD0gyVi/Wx2caKfE6lRYHSmdttDOz5sd7yiDbZomPvaxj+GFF17Av/pX/wq/9mu/ho2NDeRyOXz+85/Hf/yP//Gm70xPT+Of/tN/CgD40pe+hHA4jOnpaUxNTUkph8fjkRyShplZm1sqleTErRs3bsDlcmFubg4+n09OdiL0SS96dXUVKysraLfbSCQSsrG63UH/bhJhGBWyplPX4MbjcSlf4ucIBWpWpibGcVD4WORfLBbl+YBdKIhQNz9H4WP6IJVKodlsIp/PD3Xr0sqGcBHvq4WARxQyAmAXN5bD8Rr9fl/eAdtC+nw+HDhwQBRpMBgUPoHD4ZAyGJ1/9vv9Q3PTuXpGA3renDPXpV6vw263Y3x8HMAAFufZ5kwX6PxkMpnEo48+iqeeekocDB1hkGuQz+fFeXr11VeFK8B2r2xKw3OUOa936+j3+zh58iR+6qd+CuPj4/ja176Gq1evYnp6GisrKwgGg5iamropIllbW8P29jZWVlZw4sQJ2duMmLmPAAwZOM2rINoTCASQSqUk6uX3+F3DMIRcxsYpREa4x7iv6eQS8SEcTtQlEAig3+8P9S3Qhg2AlEixh7WeBwedDo0AAsO9CvS1daRHw0KZoNxp467vowMAomJut1uMHg0e501DrKNbvmvm7YnwWaF2K7tcl6lZ4XV9Xc5NIwI6BcIKEHIGdK08HQkdxBCNpGPDM+51rTYdJtoK7dzp9AP1K50HPfc3O95RBhsY5FlPnTqFb3/72/jbv/1bAAMj+OUvfxnBYBAHDx685XdJ6nE4HMjlcsjlclK2Uy6XRSkzz1ksFlGpVISoUavVEIlEMDY2Ji/a6XSiUqlItGez2ZDNZrGzsyPQmPZ0mQOi58daRgo5IVqfz4fp6WmMjIyg0WgIlEvCHA2OaZrSt1znUnReyGazidHRTG12M7P2C9fsSUK7jNL1fVhvynego3UKBevXmTcn+Yyfower8148aN4wDDniki1TNcxEmLzb7UoEReWjPVsO3k+/C92AhVEA59hoNIRrUCwWJfLl2dlkhrvdbjz44IO4dOkSzp8/j263K4aXuSt9qEsul8PLL78Mh8OBmZkZyV/X63WBEfP5/LuadDY6OopTp07hAx/4ABwOB+6//36cOXNGctskd127dm3P73MPc18DwyRHnfPUSpwyygoFIiDMvVKOaXC5D9kdsNVqDSl5yorNZpNzsenMaXJTu91GpVKRaI3KX/9bo240EFZjzf1PNjwH/809r8uQeG0+u0758f6vZ6y1Q8w15xpyvprhbe26ZrPZJGVEB4HvQjv7mgPDuVr1iRWqt+aoqbd4DeoDBjycK9ee74vODJ+bULhOE+hyMN3Lgs/IhlqlUmkogNGE3PcUJG4YBr773e/e1jUIi+TzeWFCaziGUa/Op9A7SiQSkgOhIHe7g4MjSB7rdDrY3NxErVaTjcComcaFEB0bszAPwvwJCVmmOagP7fV6CAQCImzArhCya5aOKrjJaZQ0NMT/u91uKUHSsJf2ErlxWTu+uroqzgvvpb1aCiodCofDgXA4LAaep1JpMhVJVtVqdagrGbuhZTIZhEIhOUxDdxzic1lh+r2Ujc51AbsHcuhohIQxOkXdblecC/IOuF4kDxWLRSEvHjlyRPLUNLY03pwD9025XEaxWEQ8HpeyN9aJ0zjcLnz24zzYzvOv//qvX/dzt8rjU/bYI4BoC79Do6QrO7ifNelLR4SEs7XSp2NLY6OdQb4fnvIVDAaFi2G320W+KDO69EvPUedg6Ujo1Is2WLwO64dZpkqDzfvRQNGhtsLHrI7hPXS0quVJ59Q9Ho/oME1a1ZAvGfc0eLq2uVarSfqMsDQZ8pRnElW1I8QcvDbO2ljvxT3h/LlG/H6tVpOSTcqZ1XHSTjz3izVy3qt0zrpmtCP8PB282xnvKIN9u4ObgJuShpqGQm9cCo9+iTS2JFax9jEYDIqx1Z4mYSPW8/I7VNDJZBKRSGSI5MBNGwgEhghU3HTMsemzfvksIyMjN7XXNIwBkYmbhfA2OzhROPr9vsDmjDS1Z55IJODxeJDNZlEsFiVPS4XHdWJ00+v1pI0royVdTkanIZ/Pi8ebzWblBCtGG2T6ZjIZBINBjI6OCtu90+lgZ2cHsVgM4XB4KF+loXrNTAV2c2SaGcp5u1wucdCYq0un0wKNLi8vo9PpYHZ2ViIqEpMikQjuueceuN1uXLlyRdimVJR2++A8cyo4RvBENbgfuU46xfFuHNY0zvc7qKS5x3U5jtXA87M00lS+Oh1Dp5s9AbLZ7JDR4n24R6hD2EmN761QKIhDpssFeT+d6+Rz09AQOtf7gPCthoyZsuHe7Xa7QydK8TuUEaaI9PPo57bKB40X147RqXZ8aECpn6ijdBqAwQvJVtZmMNzfrMfnung8Hvh8PtRqNXFMdMqPBpa6hzpbOyQa5tfENlZjABCklfqa8+ccqZP0/tEBEOfC6/f7fZFlNlrSTgQ/s2+wf4ChBYf/54vW3iIXl14YvWsqcpZ4sAxsdHQUV69eBQDJLzFKYw6F7TsDgYCQlzQ8RQKNzncAuzAKBZF5GBonKhm7fVDPq+Edj8cjzRj4M6IKNDQc/X4fW1tbKBaLkjvUggVAuqRFIhEUCgUUi8WhWktN+mAUSsFhf3QtFM1mE7lcDv1+H+VyGdlsFp1OB7FYDNlsVt4Dn/eVV17B0tKSkPQIV5G81Ww2EY/HMTMzI+QWDYvzvRA+p0DSmaJy4F6oVqvY3NyUs8yJnpimKa1bg8GgHBLBZz59+jT8fj9efvnlobIiRmLd7uDErvX19aH0CiMj7pt3c4R9u4ORp7VMCBiu9d3rZxraJK+CrO5qtSrHaHKPUWdwLzIS12QlHUFTrhlt6/yyzu9a87aaDEWDqOVcN+vQrHB2cLOSuHimOz/HuVnJbcBwHbH+HWWBjidlTiMD/A7/TWY4jS/z5tS15N2wsUg8HpeqFSJNROSIZNVqtT0dPCs73Org8Nl7vZ50uQuFQkOtjYmacH/wfeiARAci3Dv8ruZJ0DHRxpz75HZLuoD3mMHW0IkVHtLQsN6IPNVnZ2dnyGPy+XyYmpqSuulSqSS13Pl8XuqDW60WyuUy4vH4TbkTlp/ozaaFWcNFhmGIp6oVAmGvVCqFcDiMXC6HdDqNaDQqjFgaSZ3PvnbtGiYnJ3H48GHU63W4XC6kUik5XpBOgIaMbDabwPiEvPQZ0TTcVFyBQEAcAyIArVYL9Xpd2NSEm1dWVuSUK8LohCb5HjqdDnK5nCgsn88nTGxC00QHWL6nlTPfsVVhakXF/GCz2ZSKAKIJVJhbW1vweDxipAnzacjzzJkziMfjePrpp5HL5eTdjY6OimEul8u4du0aTp48iXA4LHXYfKc6D7g/3nhY5Vr/n8aCe5Y5YlYsABBjrR1zneYBBtUF+qhcDqJpmtNBZ1yTNBnNabJas9kc6oAI7ELFpmkiGo2KI7kXksD+1n6/H/3+bh0xMNzL2pr+4n0o8/qgHx1pA5D1oj7QnBUaZN0IJhKJDPVgJ0+F1+CJaC6XS2rfCR1z/uSoWNuvWqHwvfLC2tnnMxFVY1WJjppp6HV6gu9dOyeabAcMjDArTrgOuoSW6ZC3In8NvMcMtvVlcGhjpj9rGIb0ytY9x8PhMPx+vwgnS3H0dV0ul0DmS0tL2NnZQSqVEiVP75mbB8BQWRUwTP7g3EjSWlxcRCaTEWXDrjrlchmVSgXT09MYHx8XB4PzBwZCnE6nsbS0hMOHD0vNbzQalRIWCiLXhqQ3bl5uSF1/qYWI3eP8fv8QM1vXXrMxCo+XHB0dRTabhcMxaOlaqVREkGu1mhxtOTMzI4eysOyG3jg/F4lEJErSeW4+kxZGzp3OBLCLolDgNTmvXq9jY2NjKE8Yj8clUuazzs3NoVar4eLFi8jn84KGBAIBRKNRNBoN6YJ25513YnR0VMiN+xH2Gw+9PtZ/aw6DRtGIQrHKgKen0TGm8WMai6kkEh3ZvpSoiiZPaiROM9O5v5geo8xrmbbZbFJeSIPJvHQwGAQwfPqVdkLZkMXpdA6dPkZngOxsHWlb9d9eQQPlmcRKriu5I/wuCalEruj8E/libwUatU6ng3w+j2AwiPHxcfh8Pgk+yMVh2o+VMTqdxrnpP9Z3T2dLvxuiIppoR91AvcDf69SoRhsByLMzfUZEgI6ZzlXrTmr7kPibGNZcDv9thckZKbXbbckBOxwORCIRiUQZ7RaLRfG6ef4yI2+n04lcLodMJoOpqSkRMuZ/CJtQafC6fOmBQACxWEy6MbG/crlcxvr6OjqdjhwPyfK0druNzc1NUT5kO9LomKYp5SxkoOtNX6/XRdC5Htbm/TTWVCLcjIT34/G4KDYy4IHdU2xKpdJQa8iJiQmkUin4/X5kMhk5a7ter2NtbU2i8qNHj2J6ehrhcFgUnWma0m2Opy3RCyZSwHnr901DTAiP6QZG5+FwWBwvzRQlupBOp1Gr1SSaicfjQ4SiTqcjDXMuXLgAh8Mh74d5uWaziaWlJXQ6Hdx1111y3jgV4P649dgrXw0MG28q9H6/L0gJDwVhC9lyuSxEqGazKSemaTnU0Lp1P2klrwlI3J9ES1iHzBynPuWKqTJgF+bl7wkzAxA4mdel7Ol8t3V+/DefgfAujbN2cGisud9tNpuks5hX1mVNuqUq5+r3+yUdR4PGswmYZ/f7/ZicnEQwGJRKDEbhlHvOk8ab8rDX+nM/aP1OOeY6kePD39O50k4835W2CRoZ0PqU+oPvFhgYaI0W6PekU4ZvdtyWwTYMYxlABUAPQNc0zTOGYUQB/E8AswCWAfxD0zQLtzXLt3BorxcY3siazKA7lxECZ0ckAEKo2NnZQS6Xk9KdSqUiDHQdbbJEjC8TgBgKvnjWZmv4zjAMxGIxjI6Oiscaj8fx0EMPwe/346WXXpLGHNo7bjabWF9fl02mHRHCsdr7IwxMD5+kEUYGFB4t3FRe1micp1PpHuQc7XYbW1tb6HQ60hwFGJRKsQlGt9vF5cuXJedECHpmZgZHjx6ViIONUkZGRqR7FKOXcrmMWq0mx+eRRaybxXA/6JyePmEpHA5jdHQUa2trMq9GoyEQOEs4NjY2YLMNztVmtywa7m63i9nZWfmcPvOc3n88Hkc+n8czzzyDD37wg4jH49Ls54c53onyzKEjQv1/7mc6ZOSPOBwOcZIZNeZyOVGw9XpdoE42C9GRN+9B7gSNscPhEGiUxoYOg3bWa7WalJEyuna73VIN0mg0UKvVhoinjHR1cMFr0/CTQ0O5pdOqIXnqH+1g7LXXdHTNNWREyohS6zl+PhaLicHWSBHRBeaQR0ZGUCwWsbGxgY2NjSHnhPqV66KjWsoe0QV2qOTzUFdpZEWnInUunkbdihBao3Z+ns5Mq9WSDogayeM9+E506Z0VDXgz462IsB8xTTOr/v8FAH9jmuZvGobxhdf+//m34D5v2SA0BNx8IotW3mymQEIYjRKJQeVyGcvLy5JvYu/hYrEIYFAzHgqFkEwm5WjFkZERFAoF5HI5gUYphFbviy+f+SPCtMViEV6vF/fffz/uuusuVKtV7Ozs4MaNG9jZ2UE+nxdDRChc51z4DO324BxvEj8YVXY6HTmnm3keTUCj1wzs1lJyI7LEKZFIDEFGzOGybrZcLmNrawv5fB4HDhyQHDwZr2fPnhXGKdnswCAyr1QquH79unSSIseA7Prp6WmBv6LRqDS8CAaD8Pl8goZoJUPh7fV6kkt3Op0YHx/H5OQkrl+/LkxeDnrsdNgYtTGSIJEmGo0iHo/jxo0bIsR0HNiUw263Y2dnB1euXMHp06elA9+PYPzYy/NeULhWhlopkpRF5ITOlo6STNNENpuVygYaDCp/ssGZOmK+l++e8sPGQlr5ayIav0u9UigUxJC7XC5hMDMtFovFpOuWPm1OQ7fc/2wfzCiVe4/7msRTjRZouFfn3ynrTBs4HIO+4bphC4Ch42UJK1P2tXEnUhgKhRCNRmEYu42pSqUSrly5gkwmg7GxMXkm6jse3kLypk5VMDXJedA50Q4IHRI6CDSkmivDZ2bAoxntDDqsOW6mz1jSS93IteGz0wnRP78dWPzt0AiPAXj4tX//PoDv4MfEYGvGoIZ8SA7jhqVxZZRDT48vkeVIV69eRaVSQa/XQ7FYlF7cvJfX65U+x6a5e+DHwsIC7HY7Dh06NEQk4fXpJNAYZjIZVCoVAMDKyooc3Tk6Oird1jKZDHq9Ho4ePYp8Po9sNiuMZsJBhLHdbjfS6bQIM2uPJycnBc5yOBxYXV0dUni6Fy7hI72RTdNEIBCQVo9cK3rhrH+nsioUCnA6nbjjjjuQSCTgdDrlue+77z6Bl+LxuCii5eVlXLx4Ed/5zncQjUalfzQhtE6ng3g8LjXf7MPO+xw6dEiYpzyJzOVyiYEmxEdllUgkMDk5OUQ0o0JgtFyr1WSt4/G4RM/MaelyFO4FOkN05hjB3bhxAyMjIzh9+vRt57veovFjJ8+UF50S0dG0Jo3pyCwQCEgTH6JHjKw7nQ7GxsYAQIwwZYZ8DBI29fB6vRgfH0cikRAImAZVK3HqmGazKTwRdr+jvJH8Ra4Hz0rn73XdtCZ/aQNFB5lOKFGEcrkMr9crcqtz2jTkOk1IR5bsdN3ulc+mo3PmiGOxmBBJiVAQ8vf7/ej1eshms4Ie8KyCI0eOYGpqShxYGlIdPDGCJXeAue9sNitpJo0CUpeOjY0hHA4DGCB8xWJR+AQMhjRqyFy7Dla47nSaWOWjuT00zJozw1SqhuZvZ9yuwTYBfNMwDBPAfzNN83cAjJqmufXa77cBjO71RcMwfgnALwGD9qE/jEEIhYpWR1VkJ5JZTcMbCAQQj8dlozA3vbi4iFKphHA4jI2NDayursp9CKOxzlp3TeKfqakpKT3iRqTwkdnN0oelpSXptHXjxg2USiWBb4kQUEkdPXoUd911FyYnJ6WrFq/HTjz8s76+Lp7qxMQEotEoPB7PEKyjCW9WKFxDazRKsVhMWOS8j+6IxMia/49EIpLb53A6nTh9+jRSqRSuX7+OGzduoNlsSmvYtbU1AANlub29LVERBWV7extra2sCNQIDOG51dRUvv/yyRFepVArBYFDKz7hex48fx+nTpyX3zugdGDTPoUNHZcwcXqlUwvb2tuTvGaHZbDY5Z31tbW2IPETSIN9PsVjE2toa4vH4UBOIH9J4S+T59Y64fauGtfxIR7A66qOMEwFhLptKlu+WJ+Gl02lxtrm/Sbgql8uiAwgz62YrNLYAJMJkbpkOHp1Xt9uNVColpVf6OXSHrl6vh0KhALfbLeuq018AxLByXzH3bZq7J4LRKeQ+f+2dDf3RSAAdCcMwhg5TAXbZ8zTiRIx8Pp9Uf7AFK9+VaZpD546zxJS57FAoBNM0pcsj681pMHUkS11HFCQYDArUzdQYnRmXy4XZ2VnEYjEJanjwktfrlUBBG3muBSNxTfTjYApMB4DA7jkKdKq0Y8TqldsZt2uwHzRNc8MwjCSAbxmGMXTSvGma5mvCf9N4TRn8DgCcOXPmh5Ks4yKTwckFLxQKQ4aaRtDj8UjfYRbxt9ttnDt3Dt1uF/F4HOVyGZubmyIQvIff74fNZhtqbcq8rdPplHyX9nDZDnVtbQ3lclnKxXjEHyM8wsskmjG/XqvVsLCwgI2NDUSjUdx///2SZ2dbREbJwWAQpmmiUChgdXUVr7zyCnq9Hu644w64XC4UCgVRbPy87ppEpcIck2EYQ/2WtQMCDOCzbDaLra0tgcNGRkZw+PDhoSYQwO5ZwqlUCi+99BLOnz+PQqGAjY0N6RDXaDQk/82UBWs1yb7XLSSbzSYuX76Ma9euSfS8sLAgZWlUTHa7HR6PB+973/skktja2sKFCxcQDAbxwAMPYG5uDul0GltbW0M13fl8HufPn8fBgwdx+PBhQR64NnfccYe8TwoySz5Ya8uIfXl5eahs6Ic03hJ5Hh8ff1vlWStOKyOX0RGAociGRpcK3eFwIJPJIJ/PS9/4dDqNdrstxDBd6lcqleTcADqj5IGUy2U5ZpdzIrxNx5YyqiNXypBOzwG7Sp9psn6/LxEdq1T0vtatbzudzpABI1GL5E/eU+se/Yf3p/xolIKGWtecM1VAHUGdR2eJhpCBx8bGBiYnJxGLxYSgpj9nt9/ckEXzE2g8+bNwOIx4PC4VIiT8cs0TiQTGxsaQz+dRKpUEhSGyRl3P6+rDgKj/dBkXgzvuL743ncfXpFbqQepv8gHe7Lgtg22a5sZrf2cMw/hLAPcCSBuGMWaa5pZhGGMAMrdzj7dyaAIUvSCWDlAAAEi9XiwWEyYphfzixYty4lK5XMbGxobkvwBI5yNGet1uVyCZYrGIa9euSZ4rm81K1E/DUCgUBDLiOdC6/WIkEhFiGhW87j7U7XalxnF0dBSTk5M4fvw4PB4PNjY2pIFLNBoVRvby8jKazSbOnTsnuTMKHJ9dE9p0BE7BYYlGLBaTPDQVF40UFRo3tN/vx+zsrEThVJBka587dw5/9Vd/hbW1NYHxPB6POEeElXO5nOSByaDV5DvNNuX/Dx06hHw+j2q1KmSf8fFxHDp0SE7SYt6L7zadTuPq1auCSOhoot/vCwqyvLwsx66arzHYmU8/c+YMLl68iJ2dHdmLdHzs9t1DKAgn/jDHj0KedaRIg6ENMvfbHnMVVEcrXf1/EopoUGisbbZBv/+1tTU5zIWISSAQkL3E+zKSdDgGrXadTqdEkEyncB9wbjQYgUBg6PhJpqdofFlGqKM8Db1ybzCCptPPvDBhbj1HHhDEyJd1zIywafx1bTMH15AckEajIY4Q14+OBJ0OrhM5K8yX0/HodrtYXV3FwsIC4vE4pqenpaELOSFEE3SJGwDEYjEhp7HXAlEt7g02vnE4HBgfH5e6bl6Dh8MQfeBhS7r5ElOT+h3owESvE407n13zBrSx5v7WDhmdvTc73rTBNgzDB8BmmmbltX9/BMC/A/AVAJ8G8Juv/f3lNz27t2HwXFNC44RRubFojEiA0jXJFy5cwAsvvIBms4lKpSJdxHRJEzec7iVOg8HSBZYz6bwm89V2u10MNQ2i7orGPDmVGqEvTZDhhtjZ2RGhnJubwwMPPIBOp4NKpYJyuSwwVjAYxNLSEnq9QTcgMlXpTNjtg77INCBUinxmlruxfSm/W61WsbGxISQzRtJcT+b4NfmFztPFixfxR3/0R1hYWBDYmJEqc8x8Vp4qZrPZMDMzIyc+Xb58WUhG+XxeFIrb7UY4HMbMzAzuv/9+BINBxGIxTE1NyclimiSSy+Xg8XjQarWwurqKeDyOqakppFIpya+xpSrZ9SsrKwiFQoI4sBpgdnYW29vbQ8RAkmXoiTNPamXYv53jRyXPFy9exJUrVxCJRHDgwAF0Oh1cvHgRgUAA7XYbp06dwtGjR4e6/wHDPRUY+QHDpVSUc5vNJgbNbrcjl8thfX0dHo9H0l1utxt+v3+oikPX8NMR1GWCbAzEyIkH63BfaoIWMECONLlLp5UY8epqBZvNJugaDQ1PEIxGowIjk9FOWWcKjvOjAedcmC/X/BmuKeFn8jmIWjG/znUi0sA9SxSDMDJ1Eh3Z5eVlRCIR6QLY7XalesPr9YqccF3IpI/H4zAMQ/RVIBCQ6hGipeFwGOPj40OIVK1WQzabRS6XE7a67nxIB6jVaolTBUDSogwOdPqATg7z9tRZhNj1eQ96f2rGul7vNzNuJ8IeBfCXr03AAeD/Z5rm1w3DOAvg/zYM438HsALgH97WDPcYX/va1/Cv//W/lkjpH/yDf4D/8//8P0XAfvEXfxH//J//85u+R4+R3g+L9DXDkN4sj3Kk8r506RKeeeYZ6TOs2ZYUQnr1fGGEpegA1Go1MXyE3+mt8nQnkqfY+UofBEA4haQYnavqdgddtLjRAWB7exvr6+u4dOkSYrEYPv/5z+Pee+9FrVbDtWvXsLGxAafTiWQyic3NTZRKJeRyOWGn6kiBZRo6yuaaMh/HcivCy9lsVqIBTewgwWp0dFRIH7xWr9fDzs4OvvnNb2JhYQGxWEy6TyWTSYyNjSEYDOLIkSMYHx8XJUJocn5+Hvfddx/W1tbwla98BbVaDVtbW6hUKlI2NjMzI9A2oUo6IYx4iC5wbh6PB/l8HuVyWbqtsVe6zTbo6sb8NnOVhUJhqA0ir8k6dTpINDbM4SUSiSEF+0MaPxJ5Xl1dhdvtxmc/+1lMTEzgS1/6EjweD37qp34KZ8+excMPP4xgMIjLly/f9F0qQModjbfOQzI6ZGRdKpWwtbUlFQD67GN9Pe59nYclV4TyRuIi0186Ks/n81L3TceMez0QCCCZTMpeZxTNHCeddKZddFkmZZGo3fb2tiBXGjYmUZSRIBne1FPMres9pmWbuoi6EYAYZV1aRYeT/QMKhcIQYsKyTAA4cuSIpOLoqFMufT6fMOjZapU8l16vh0wmIzqPLYyZDpycnITL5cL29jay2azwBIBBgEb0iukSrhMdYj4zDSzfuSbUEb1j0KEPL+H+4dryujonTgP+IyOdmaa5CODUHj/PAfjw7UzqjUahUMD58+fx/PPP4/Tp0/jd3/1dnD9/HmfPnsW9994rG8Q6tBBzkSnszGUyf8Ej5BwOBxYXF/HMM89gZ2dniBXNoYka3KT0nsnSpCKJRCIYHR2VDa+N//LyskQDwKDDEVnbDz74IO666y5sb29jcXER7XYb0WhUvHqyxv/4j/8YTzzxhBhPRsXr6+tYWlrC/fffL0dmer1eLC4uSi4om80ik8lgfHx8KKImtEThtkZ+uvyDQkGBoQIJh8OoVCpivKenp3HHHXeIp6phz5dffhnnzp0b8sSDwSDcbjc2Nzdx7NgxPPbYY0gkEuj3+0in08hms3j11VclTzg3N4d//I//MS5fvoyvfe1rQuqKxWL4yEc+gtOnT0tEzJagNKyMhAzDkDw458mIwev1Yn19HfPz84LOkPVNggprTvU7pjeeTCYlp7q9vT3k/fPd/TAN9o9KnrkX4vE4Ll++jO3tbTzyyCN46KGH8NJLL+HOO+8UB3RnZweLi4soFAo3OcyvzRUAhgw4nWJ2Adzc3ITNZhPHz5p/1MRKAEORPRW9PrNaR+RU3jSI1APA7sFDvV4Pk5OTcDqdWFxcRLlchtvtRjweF54Ja7qvXbuG9fV1HDx48Kacsy4xZLqOeoOIjq6ZphHWeodrZo36+IzUk3w2q7POKJcBDhEADrbxZZdHRsusa2cTlXw+j62tLaytrUkf9/Hx8ZtgeZ5MuLOzg1AohHg8jlQqBZfLhYWFBSwsLEjAw3MBiHjw3Wn2PHUFn5MOjSbMcj/pNIUOVrSDSOSTUTU/wz2lO8S92fGO7nT25S9/GSsrKwCARx55RAyRHmtra3j88ccBYKgkR7eRrNfrktflZmeOZnl5Gc8//zyKxaIYG3pL1kHBJXmJXlm320U2Oyht9fv9iMVi0meXeTDme4vF4hD7lZ7kyZMnceTIEdTrdUxPT6NWq+HAgQPI5/Pw+/0YHx9HOBwWyEo3/SfUf+PGDZTLZcmtzczMYHNzU0q6VldXpUva6OiADEy4kNewDm5I5rkp4Doa0ZA3AITDYRw6dEgiSa5du93GlStX8Hd/93cCMTscDsRiMSHSFAoFvPjiixLVM599+vRpHD58GOPj4xJp8USearWKWq2GUqmED37wg3jf+94npXBUBlNTU2JsmcM0DAPRaBTBYBArKysibOwNn8lkhFnfarVQrValHWsgEEAkEoHf75eoXdfSArtciXg8LvXpjISYK323D4fDgYmJCVy6dAkvv/wyKpUK7rzzTiFa6cFud/Pz84JG5PN5ALuOoW4hS3gzFAqh0Whgc3MTnU4Hk5OTEuHpKEsPRlrkV+joSaexmFMmHM3GPZQJRtW8Tzgchs/nQzqdxubmpuTZa7WaHBbDaD6TySAcDsMwdk+P4ppxDrqmn2gbnWeevEdSGhFDDenuNWjYNfKlOT4Ahubi8/mGyLuUPzrD4XAY8/PzQkrjGjJFlc1mUSgUsL6+jl6vh9nZWczMzIhBp0wUi0Vcv34dhmFgdHRU0liLi4s4f/48Wq2WNDEhy183Y6HeJ++AMLU21NTF3AO8BiNtome6fFdX61iDD+1Uck/cjiP+jjXYv/iLv4g//MM/xG//9m/j8OHD+Gf/7J9hcnISX/ziF4daOjInDOy21NS5Du0lud1uqcMdGxtDLpfDxYsXsb6+LsaDuTBNjNHXopJg/oNwCp0FCicNKmEdn8+HY8eOScmTYRgoFosYHx/H8ePH4XA4UCqVEIlEBJap1+v48pe/jNHRUSGZZbNZMWSsYwYGjgK7K7GmdGRkBMlkEktLS0ilUgiFQuIRs+UmN602xnrQEBOaptPCaLLZbMLr9YoiJbs+mUyKYiNBjU5LJpORVo1shBAMBsWbfu655/BHf/RHaLVaCAaD+OQnP4lHH30UMzMzMM3BSVqVSgXZbBZnz55FNpuF3++Hz+fDfffdh1arhfPnzwt5j6zRSCQi+Uh60rFYDNPT03jppZeGeAONRkPOP2ZzG36nUqkgkUiIA2W326Vjnt1ulzPQ6QTpJilsyap7zL9bR6vVwtTUFB5++GGUy2VMTEzA4/GgUCjgqaeewuXLl7GwsCAs7unpaczNzcHr9eLChQvy7qiQSe4jMsN+Bv1+H+vr6ygWi0gmk0PoExXxXgYbgLxbnc/mPbUhMF5jAes2vDr/yfKnVCoFAEKgotHgXojFYuJEzs7OSlRKtjJhaKa+CKOTm8OmP3SAgV0SnJWVvtfQZD4dSVJ3cs4aXrbb7XLOtEYgGTxQtxLBpM5jStJms2FychJ33nkngsEgDh48iHw+j4WFBelzUalUsLi4iGq1ive9733S/dFms2FhYQGdTgeJRGKojJMGls+k3zVRGzpm+n3y54yq6Qhwz5JYR9uiS7724gTQGaDT854y2KZp4tFHH8VHP/pRpNNpnDp1Cs8//zz+5b/8lzhz5gy+9KUv4ed//ufl8+Pj4/iFX/gFAMBv//Zvw+PxyEEdwCACZ9MEHlHn9XrRarVw8eJFXLt2TWAWfX7yrQgE9OII++jC/H5/t050ZGQE0WgUyWRSNsOBAwdw11134ezZs0Iu6/V6ePDBBxEOh1GtVgUm4lGcPp8Pa2truHDhAkZGRjA/P49YLIZ0Oj1UfqA7rLHunY1BlpaWUKlUMDMzg2KxiH6/j1wuh4mJCdlctyJL0GNuNBpSDsPPc5MSguL/KbQcjGRcLhemp6elFj0ajWJqagqTk5MYHR2F1+vFiRMn4PV6pamNYRh49NFHpUGKhkD/+q//Gt/5zncwOzuLTCaD+++/H5OTk1hYWBAyD+dLpjcFl+9XR/IUYrK4e72eGAVNNiqXy/KczLsxJ0cikM1mE8eIypQlI8xzv9vHjRs3cPbsWcRiMVy8eFFa7lLRVatVMa7AYE8tLS1he3sbKysriMViYjhoqNi0hwrVbrcjk8lgZ2dH0C0qWLJ994o0yegl5K2JRFZnnUx0BgPcG9wXmnTU6/WkTTEdWO4jfm5iYgKTk5OSNsnlcgAGBoC14OytoA/24D5iGknLHiPL74fIqFnQdEjIs9HPAuwibBpm1/fN5XLSl4JVLiSRUaaCwaDkoRnhbm5uolKpCBS+tLSEzc1NzM/PY2pqCpFIBMlkEplMBs1mc4iLQv1MBERD2ny3vDd1iNPpFLKeDjpYAsx1IR+Ca0T9odMw3CO8Hx0+nd9+s+MdZ7CXl5cxPz+PX/mVX8Ff/dVfYWRkBDMzM7hx4waeffZZbGxs3PK7jPooeOvr66hWq3JKEslLAHDu3Dl873vfQ7FYFGPL3r8aLtKDzQ1o3HVuhBAMhcdmswkEb7PZ5PzYEydOwGaz4dKlS6hWq8jlciiXyzh8+DCKxaJE7DRKR44cwdWrV/Hxj38c09PTOHHiBOx2O9LpNCqVCjY3N3HlyhVpA8oWhsDAkKdSKYyNjWFjYwMTExMCFafTaen8tFfjAA5uUF2GROUxNTWFYrEoho+eP40hFQ093FarhUuXLiGTySCRSGBkZAQPPvggRkdHRbBCoRDm5+elc1Wr1ZJa+WazKemNr3/96/jGN76BnZ0djI6O4id/8ifxyU9+UtIBkUhElB4dBs6L+Whg4JCkUilpS0lBd7vdkktlTSmNda/XQz6fx+joKKLRqAgwPXW32y051J2dHXE+RkZGpMyInvu7edjtdrz//e/H+9//fkQiETz00EMIBoNYXV2Fw+HApz/9adxzzz145ZVXbvquJk4xuksmk8KV4J6q1+tIp9NwuVwYHx8XJi+hSa6xdsIJd1PhWxug0BGgPOjyJSJswC76pFGAXC4nDimAoYMigsEgotEopqenpbSSqAGNJB0Zci40iQrYhV4ZIXOdtOPB32meiR40NlrHaUiXETbXi/qR3+HfPKQomUwOMcBJAuX/HQ4H1tfX5Rp0TMgVWF9fl7Pjjxw5ghMnTiAcDqNcLmN1dVVkmIiiZmRrEhnnRcSP74hpBepoGlfqBT4v56sjawCyFlxv3o/OJHUDmfm3M95xGiEUCuFXf/VXAQCPPfYYxsbGcP/99+Mv/uIvcOXKFfzqr/4qPvShD+35XTKs6eXu7OwI25IRrdvtRiaTwfPPP498Pi8CwRfP6FgTxnSZEkse2BuYL5PQNEuzCoXCEGucML3b7cYdd9yBfr+PxcVFrK+v48knn0QoFEIikUA2m5WWpM1mEx/60Idw5swZKU1iBNfr9SQ35HK5kE6npckJlQ5h6tnZWQAQI2Oz2ZDJZFCr1cQjZnSs2ZUchCbr9bogC4T3RkdHsb6+PpTj0RGOLkOz2WxYXl5GPp9HJBKR903lSOXDtAAhc2C3/3K9Xsdzzz2HP/uzP0Or1UIikcDHPvYxfOITn4DP55P6WeaiWPLCOWjIkD/jUaWZTAb9fl9qQwHIIQBsQcu2kDyTnKVCExMTYlxGRkbg9XrlnGPTNMVoBwIBBAKBdz0cDgDz8/M4dOgQTp48iTvvvBMulwtLS0vw+/2YmJjA7OwsdnZ2pLOdHnxn5IuMj48jFAohm80inU7DZhucMpXNZtFsNoVISYeMe1FHRJRjOpVEO8iY1gdNcD/S8BFZo2HXMDvRF7YlZZ+EcDgsOWo2+zEMQ+SW92bkxzRYJpNBLBaTEkhNiCSBVnNhaDwpe8Augc5qtPlzOq18Pr1W5PjoddjrWjxxjjqETVKIQGhkg9E0r08kK51OS4nk8ePHcebMGczOzuLVV1+Vro/aQaEu0te3OiSBQEBSn/qENEbAOvDQRD3qdaY2+cwMoqifOGgfGLBVq9U9g54fZLzjDHY0GsV/+A//4aafv//973/D7zLCXVxclLpPj8eDlZUVrK2tSanHK6+8gtXVVRE4a66KRhiAbETmrKloW62WHPmoBYeKhg3tg8GglC0RhvN4PLjnnnuEjHT27FksLS3hYx/7GH7yJ39SmOH0tEm2Y5tDGjj2z02lUpLfYitGwuSdTgexWExOy2FvcdM0sb6+jnA4jFQqJUZbNxjQdYbM61AIqPxSqZQ4J9rTpGAx6gaAarUqLUVrtRpOnz4t5DyS7yggbBihIeh6vY5nnnkG3/72t7GysiLlQn//7/99gfNooKmYqbz1+9VKvNfrYWxsDHfeeSfy+TzcbrecPQ7s1mkT8uN3eLDKxMQEfD6fkPjS6bSsJVMb9MrZI14zTN/Nw+FwYGlpCUtLSzf97sUXX7zl90jCKhaL6HYHp6H1+32srKxgdXVV8tg6tULCE5W55iPwfbA6gO8PgERe7XZboioaT2D3HTkcDgSDwSEGuSZYaWPU6/UEzcvlcuK0UT7YlpMRLUu0aMRYk1wulwXi51wom0Rz6BTTyLK3Pz+vHRdtePdyaDR8bGWi81lpNFnWCWBIbllHrp8X2GVQdzodOXNgY2MDjUYDiUQC9957L+677z5MTk7i1VdfxdWrV4VPpKF4/puRMPcLf0beEI/iJUeBe0HLnJVESydA34e6iOgbf899wNSfDghuZ7zjDPbtjG63i0uXLqFWq+HYsWOw2Wy4fPkyXnrpJRSLRdRqNTk0gkpBw1pcdEbiNNSMaskCTiQS2NzcRLlclvanFGJuam4eli9sbm6KY0Ao7/Dhw2g0GvjmN7+JZrOJ//E//gfS6TR+5md+BnfccceQwdGHFbDEgKQOCi6JHA899JBANcBujoWbzTQHZVEvv/wySqWSnE6ko2ENG1HAdY6HELfD4cDMzIzUlNLRAIaPwzNNE1evXsX58+eFLGK321GpVKQHOufa6XSEh8BTcy5duoS//Mu/xOLiIvr9Pt73vvfhE5/4BD7ykY+IceW71Ll1YBfy5zuhZ84co9/vxwMPPIAnnnhCoh3mvABIaRZZ5nwnxWIRW1tbSKVSCAQCGBsbQzwel85YVMzdbleIgHyXVHD74+ZBg2Sz2TA3Nwe3242XXnoJmUxGGpiw+RCdKyvjXsPCjJxojNkcg+gZ4WvmV61GjhE4SziplLXOoLEjtwEY9IEg4gdADshguSn3mia6svSLCFQgEJCcOI01ozo6nzSwlHltlKzQt05XaaidpFCiZ3RA+Fl+l84758Re3YxgqQf5zEQR6CSxH3+hUEAkEsGZM2dw+vRpzM/Pw26345VXXsGrr7461CSG7Z+JbtIx1zqN8+N79fl8N3Wa5PNwbvo9WJ16nc7TvelpN5hu45xY4veey2HfziAT9fjx43C73Xj88cexuLgo0aFpmkMwOLBbf6hhW25mv98vR7RZISSSt/hz/Xvme1999VX0+3088sgjSCQS2NnZEViV0dqhQ4ewsbGBS5cuweFw4A/+4A/w3HPP4YMf/CAefPBBHD16VBwGANK4o1arodVqIZ1OS04QGD7pR9eIMrfHkodEIoHTp0/DMAyJLOktUtnRaAOQZ9MRNJnRfr8fAKTjmc4V0uhubW3h3Llz0qSfShOAHHLPPDWjEpfLhY2NDTzxxBN48skn0Wg0cOTIEXzwgx/Eo48+iqNHj4qny3vxSFQ6SEQkeAiI7i9M5WOaJk6dOoXDhw/j1VdfFWSCzhUdo1AoJA4Fy31WVlYkeiMZkf8eGRmcn86SMEZFXq9Xmm7sj5sHnaqpqSm43W5cuHAB29vbSCQSki5h1Kr/ABjad9oxowNGUqgmGPJcdc2ctkafNKwalrXmyIk4Ualns9mhZiDkneh2o7olJwA5CIS9sK2nTZFspdeJBDjKAg2vtfKDuo1Gj3KgSWW60ZFOEbIhVb/flwZMLpcLqVRK0CzyNfL5vMyhVCpJmoqpQrfbjQ996EP4wAc+gJmZGfT7fWxtbWFjY0O6N1JvZLNZqYzRgYe1DprrQ/3H/D9lmGxynQLg73XVEdn8RAdo0Hk/Xp+5dE3Q08S8NzveUwYbAE6ePIlQKITHH38c169fF8+IyptNNOipamHgS2SLPBoindc1TRPpdFrOSAYgih+ACA7h7AsXLsDr9eLuu+9GIpFAsViE3+9Hu91GpVLB0aNH8dBDD+E73/kOvvGNb+DcuXPY3NzEV7/6VXz729/GPffcg4ceeghzc3MwDAPpdBqXLl3C2toagsGgdDoDdmtAgeFaS0KzdvugbpwtV1kuxuMwGbXs5bnT2PPQAMMwhpSJ3+9HJBJBLpcTeJJrur6+jvPnz2NpaQnhcBjRaBQA8NRTT6HT6eDgwYNy3bW1NSwuLgqD/urVq2g0Grj//vvx0Y9+FHfddRdisZi8EzoZ9MQvXryI559/Ht1uV5wtEk+oBOlgcfDs3Icffhg7OztSRUClT4eNJWzALlchl8shHA6LMbc2owEGR4BGIhFsbGwMQZfvdkj8zQ46y263G1euXMHi4iLGxsaQTCaHiIPdbneoaQa/y/fG/c/0hM4/E+IkSZSyrq+h/68NHGupuWeZHgmFQhLN8dAKj8eDbDYr/QIajQbW19eRy+WEmMXGKqZpSu3x6OioGEdrT3AaChpFVmiw7IpybkVwmJLjumgEjc+oeSxMEzidTkHNeGxor9eTHgW9Xk9KPNkylBFqJpMR/ZNIJHDy5Ek88MADOHz4MCqVinRk5IEiNL7NZhPr6+tIp9Ny4p8+tU/nnnUDGb57prY4L+aluXc0gUwjFnvJpEZbgF0iIaF/vaf2IfEfYESjUcTjcTz77LPY2tpCt9sVgdLELy6slQ1Oz8nhcEiNLaM3npbFRg7c+Nw0VAq93qDGlvf0+Xx46aWXUCgU8NGPfhQTExNoNptYW1uTU8Cmpqbwmc98Bj/1Uz+Fl19+GQsLC3jiiSdw+fJlrK+v44knnpBDQegYMKKn5+t2uzE+Pi5ncpMZz1IP1pASii4WixItMk+s89OMGBh504vWUQihMJ5fy7x5KBSSz7XbbSwvL+P69etCIKGXurW1hccffxxutxsHDhzA2NgYXnnlFSwsLEipyAc+8AF88pOfxJkzZ8TQ6/dKR6LZbOLrX/86zp07J80cQqHQUGRFuBzYJZ/pXNipU6ek5I4dqbhfAEh0xH7qwMDYZzIZyZsxt0rlyFPQTHNQvpPJZKS+fD/C3nvw3SwtLeHatWuIRCLSi1rX0TIq1c40x14kJTpvNKrkXdB50oaZ+5T3JOmM5VnsMc7yJjY3IspDyJeoy/T0tLCjM5mMpIECgYCc/qdzyP1+X84jYDTHwRSPJlJR/nSeVn9GQ9tElfT3OfQc6OTSeFPWeaIeqydYWWG325FKpYQjUywWEQwGMTc3hwMHDiCRSEhVxZUrV7C6uiqVOZpfUiqVsLq6imKxiMnJSUxPT8vRozS+RB+AXZ4CMHyGOh2NUqkkdds6xUekUKe/uJ/oEHD/6By/5rFwPQ3DGEIN3+x4Txnsfr+P5557TpQuPUzmDOmR08DqQajJ5XINRZpkhgaDQXi9XmxtbYkANBoNjI+PDwkCm9WzUw5h0YWFBbhcLnz605/GzMyMtOcbGxtDq9WSwyqOHDmCVquFT3ziE/jmN7+Jp556CsvLy1hfX5ecMZ0DdiBi3nhtbQ0jIyPIZDJIJpNikLh5vV6vCBeNCjc6Ow6RyaqFVjNrWV5Bg6TTCRRONo0xDEPyv+xixUiVJ3ZROW1tbQl79vTp07jvvvvw/ve/H8eOHRPPGoCUzFUqFXn+9fV1PP7443j22Wel5zFr5MncLJVKcj4v37VmgHY6HSm5uXbtmpADCY13u12Uy2VBXggtMpfNxhbz8/NiSLj/er0eQqEQUqmUdDzTEd3+GB58X1tbWwiFQpiYmJCyO63YdV5RK1QaL12qpElkbFnKVro0niRa8bqEThmJ0QkHBs5qKBQSDgj1BKP2ZrOJra0tbG9vC2GNBw75/X7Mzc0BgDiTlCsA4ojSYDDFws8YhiGkNjoVGvIlzKt7IdB5sfJSrPluvU7UkcViUQin5LuEw2HpeQFAqiLuuOMOGIYhht3lcsmBO/V6XSJqphSB4coNHiTSbDYxNzeH2dlZcWYYSWsCoUYRNY+A8L7b7ZbKDhpiRsas5qAzxLWhTtTrwWFlp5NLxEDndsd7ymDn83m88MILKJVKkrtk2zurt8QNrgXc5/MNHcsG7LL/jh49imQyie3tbcm30tMFdqPNbrcrHYoImVKIisWidDOLRqOIRCJiOBjRkWzFYyA/8YlP4Ktf/SpefPFFFItFaazAKJA5FmC3TCGdTkstIwXT6/VidnYW5XJZ2mmura0hGo2KV8se2jabTVjRWigIDfE+VCD0wO12u6xfoVCA0+mUdpGsYWdXOZfLhUgkgi984QuYnp6WI0xTqRRGR0cRDAblwBSdl9cHHjQaDayuruJv/uZv8Morr0g/8tHRUWmQQHY/STwaUuV7o+IKBoM4deoUMpkMyuWyCCvzcIQ4mV7QtZ71eh1Xr14FMChnogCz6UO73RYeQbVaFVRif9w8KJ/s1McUEqFMAEPKnn/TKOkoWcs/o0C/3y8HUVD5a8OvyUdaD9AJ4M/y+TzS6bScnMUmIgCGnPherye5aptt0Od8cnJSyF2UpVqthnQ6Lec66yY7dPx1JEhD73A4UK/XJQ1D6F8TZfkMNEpcZ/7hHPRa2u126WvBvDwdAeo08nHsdjvi8Tj8fj8WFxfl+GDTNLGwsCDlbprBbo1Y8/k8lpeXAQxkiCROog168Hs6bWXdD0RBNKmWetPhcMh6Mcpm7lzPSXMGuC+4t/hZ6jMGhrcz3lMGm12lyMi1FrJbF9O62JpwoY9e83g8mJqagsvlwoEDB/DSSy8JJM2ShnK5LMqETFINH7tcLuzs7OD3f//3cebMGdx9992IRCISAdTrdZk3N5RpDs5Y/tSnPoWf/dmfFcHP5XLSJOXixYvCbs7n87Db7QK7BgKBIRYkPUwaKH0EHxUHnRW9bhpy1Pktnr2tSy9stkGHL9ZCLiwsiGIhY5qQ9sGDB3H48GFEIhHE43G4XC6pW9X9fPUhATq/eOnSJfzt3/4tcrkc/H4/Wq0WDh8+DJfLJT3UuY5sD0pFpBWXLgeZnZ2F1+tFuVyWYzW3t7fFIfH5fKhWq0gkEsKHIOJAUmE4HMbo6KgYGKYsWELH3OP+2HtwjxH2ZLtIcin2UoqUN11HTQdaGyUiLGyAw+iL/QVIGNXvh7lPGgamephG4n6kjOkITec3Cadns1lxFti2mCf1bW1twW4ftLfVc6FToR0I7bQQLeL/geGoWkeFtxo6qtfom9ZjdHi4PpwP4fNsNovFxUXpKEmnlfJPWeN74fy2t7cFISSnhakAnoymU1G6s5iVcKgj45GREeRyuSGjy33CZyCkrh0Ivk+ijHRoNPmMe4M8irdivKcMtoYrmE+wtozTL5NeGE9+0W3oGKH1ej3EYjE5AEK3sWQjFXqAVBbaEXA6nbJh2b4yl8shl8vhU5/6lOSI2A6TOXTNYCZLnK09maui9/vd734Xfr9fWKerq6vyDFQa9G5pYCjE2pum8qFh51rstRmpPHgdLdSmaUqvcsJpmvhDuO3AgQNCggN2hZC5cHIAtOLlvy9evIjHH38cxWJR2Kg8TpFRifaGeWwh565RA/2MsVhMlGe9XpcWiyw129nZgc/nG2qIoaP2UqmEdDotHdfIGyCPgA1WdLS4P24ejHq4f6m8b1Xvqjkp3Jt0Rg3DkGY1TAsxIuUZAEyVES6l4tepH33immEYknumbtEELl6P+9a6r0ul0hA8bZomtra2sL6+jrm5OQQCAUGwvF6vMK0ZlRO1osxwntxX1nSBFfYFhh1wyjGdIu10cGjyKSNSYJfMZrPZpGcCgx+rjqCzzzk3m01sbm5iZ2cH4XAYs7OzEg2zlz9JftqY6jp2ncPWz8e0HgMA6nc2ZGKgAkBKZlnqq/9w/ejo834k5PE52OjmdsZ7ymATsuKG0N169N/8Nzco2Z4chFHm5+fh9/sRCoUkV8PuVYz2WJ7DKBCAEJPYuo/eHPPA/X4f58+fh81mw2OPPSZeK6FeRr6maQoszTkz10xhY86MTOdqtYp0Oi2CAUDyrIRn6UCwUUS320UgEBDDpIWb19Gbl/k8LYgaSmIkzTnTEdHlE8CgDzw9Xwo9YW/mmEgWazabcmb19773PZw7d05gbHYdGx8fF0Xg8/lEwVJRMydtmuZQWRDJdnwPs7OzuHjxojSB4POxM1O/30c0GkUikZD+7xo2TKfTwhjm+/Z6vZicnEQ4HJZ2mvvj+xtERnR6xDqsUKaO4EZGRhCLxQTJ4rnvPp9PmrMAkIhWlwxpRMf6NyF37o9eryf5TJ1yA4bbmGooF9iVMx6MQRiYn+M8OXS0SgNCp4Lzt8qtvo825DpK1w63DnL0evC7/D4dKRpUErn0O7Eaf16vUqlgfX1d2s7G43FhuMdiMRiGIaf1EZkjEjYyMiK10LwuIW0AMi/uF33Sly7F044KZVx3saMDpOvT9VpZSY37BvsHGISF6ImSeq89MB1h682sB4ljhw8flsiVx1Yy90yYN5fLSfMGnV/yeDwIh8MoFApy9jah4EqlgkgkggsXLqDRaOCee+7BwYMH5XADKgBG3p1OR7w5vZFM08THP/5x9Ho9fPnLX0apVBIHg89GJWX1/vS/6YmSAENSlSZpaIOt+3NbDTmvS6eGQkEFFgwGReAoQDoNQWY+r6NJgjdu3MATTzwheS5GHePj4xJd0/BzfiSTRaPRIfSFCIVuxEABZ29k7ZjwuZl60LA/kQAAslcY+fOEMEbY7JGuOzC9G8cPksu7FZy4F8Ss95v+vpWIpvc31zudTgsSppnXRJwAiJOl873WrnmcG6MrRs6s16fTTR2k56+hZu4nXpPELX6fcyFaSHnu93ebs2g4l84A58fe27qhB3ULI1QdZVuNOx0G3Y+BKCIAMa58L+12W2SSRllHu9RpbLyyvb2NXm9w3GY4HJZ+ERpdYDpJO2A07NTtfFc07mT9s4GRJvHpGnQr74GDyKw2ytY9SvSGegHAUJ/5NzveUwZbQ0xWaEN7u8Cw8PP/3LSdTgeHDx9GNBpFoVCQCBSAKGEeQqKhTeZLCZnzoBA2ziCUxFKO0dFRrKysSC6c0Dz7VrOTDu/R6+32yKagJpNJ/MIv/AIcDgf+9E//VDZos9lELBaTFqrAbutWTbzjdSigPHGK99M5Gp3nofLSZRRcQwoy55/P5+X6PJiDqYJsNotkMikoBJUJAFFW3W4X165dw9NPPy3d1Or1OpxOJyYmJhCJRCSHxrUj2tBsNnHs2DFEo1GBpqlYqLzJJTAMA4VCAfl8Xk53Y5cleuZkt7PTEx0i5iO5J6rVqjCbWaNNJWuapiAq79ZRKBRw4cIFQW00J4JrOTU1hTvvvPP7up7eW9bIjdckEZSfZ3RNTgKJS7pmlukPOqW8Bg0glTv3Oe/J/gSMMmOxmBxM43Q6pXIAgCh0HdlpVrg2JqZpyr5ldQRrmQEIaYt7Ua+FzuFqKJzBgtUw6bXVw5oX1lGr7h/A+VKumE5g9QYNKT/f7XbFWJN8OjMzI93fwuGw9ECg7uE6ca15LC87V7KhDZ+dTnA+n5ca7G63K0ZeE4U1wqBPAdR6TTtuDGz0WurnowN2O+MdpRFM08SDDz4oEaFubsF8zenTp/GlL33pltegJ0ponIZbe0x8UR6PRzpTETZxuVwIBoOIRCKyEYHdhihutxtHjhzB5cuXkcvlEAqFpHMRvWm9eRi55nI5cQgCgQBisRjuvvtuFItFydM4HA6k02kp89L9y/ksGs4CIPXKH/nIR7C5uYnNzU0sLi5iZWVF8qVsvciowArJ8XeaVU8CGtmUOhLQwqzfHQdJWNFoFGNjY8IU18aLDPBKpYKJiQlpSMLvEtas1+vY3NzEE088gZWVFTl0JRAIYHJyUmqtY7GYnACmOQBsWsJnLRQK2NnZEQVD52ZlZUUM8M7ODlKplOSjydbVzN+lpSWpRaUDo/OblUoFwWBQlHc8HhdlzrTEW0VU+XEcdrsdd9xxB44ePYrvfe97gki0Wi188IMflMM62u02Xn311de9DnCzg61/r+Fh7jPtoLOvvzaKVNxs/dloNMQpB4aZ0jo3TjlnCoX5b034ojGn4dF6TA/dE8Aa3ebzeSldNAxD0keEZq3ESW2UNUJnXTPKhRUW1w631YBbjT7XUqcCSNwlqY+EVGu5WqlUkjTS2NiY6N94PC7oGlNWRPwoW0Q5dnZ2hPCn+2RodI1BAwMBTcC1kvMYCPEaWtfRYOtuZ1xHGnQrInM74x1lsA3DwNNPPw0A+OVf/mX8t//233DixAlcuHABf/AHfyDnXr/e0HknnVvhC2B9Lo0pozhN4CDBSG8cRlGmOWgnGg6Hsb29LdEUI2FuGl3nm0gkEAwGh6B6NgMYHx+HaZpi2EulEprNppwVrNuS8jPa+wQgkCxbIK6srODFF1/EiRMn4HA4EAqF5NhNnW+mQHFTMx+kD77YS1HqHBXXXA/CUv1+HxMTE7h48SKq1eoQtB+Px6WZAhuz0GliM4V2u42XX34ZKysr8o4YefCELToA+hQzvtNgMCglWAAEndAkHc4/GAxia2tL+gbz1DC+Z53vYle1jY0NIdhwr7E2lfOlx850iK7z3Csd824ZoVBoKGf//ve/H/feey+efvpp3HfffVhcXMT169eHOsIVCgVsbGwIi5rGQ+dZOaxOOKM3vb7Abp6ZskjYlHuckC4VMvcG/9b6Q8PsOmdpmqZUZgCQ9w/sOhycHwf1k3aidX6eR4hybmSyk39CXaIheuoFnUagUdYyqveyXic9N+3Ua0idAQDTVzRa0WgUXq93yFAznUZnlwhEOByWsk0iXAyI+Bx0pHWQQCeIbX5pWGmYOex2O0KhkDjFlE86ANpo83l1EMT3Rcef71ivhUZ6tMPzg6SC9hrvKIMNDBM7HA4Hfvd3fxf33HMPHn/8cWxvb2NiYgL/6B/9I/n84uIi/vzP/1yUrK6r1QxMws48glLT/DWhgT9nvbPX68Xi4iLm5uYEDonFYjhw4ACy2awYd6/XKxE2Dw3h/WnA6Mn1+31ks1msrq7i0KFDUrPNDdFut+UELJ4IpntgA7tEHKIJJEPxyM/r16+jXC5LswYtgDp3xrXSZ+pyHTV0pDfjG21KtkXs9XpSDw9ASlhGR0dxxx134NSpU5I2IGGmXC4jm83CNE2pW+/3+wiHw/JuU6kU4vE4gsGg5K2B3eice4d5MTZ84LGHVOo6EiE3gX2dGTVQuXOP6Cgom83CZrMhFAqJV8+cIdvTsrSMDgT35bs5uuaoVCp4+eWX8fTTT+POO+9EsVjEuXPn4PV68cwzz2BiYgIPPPCAfJ5tOKenp6XUSe89vldtqK2G0wpb8304nU5UKhWk02k5/5yK224f9ItntKYdOe4nnb/WpDZgF9KmE81cNq/Da9IYUS/QWAMYMqBkgDudTolYgYH85PN5qebQxlk74kQSmPvVxCwOLc+vR5Tivbm+1np4clH8fj9qtRoKhYIw75k+AiBEUPZKIHrINKBGVXkP7cxQ91Eva7IY37F+Hu0QUT9oB0enDvhZOkGE1a0BiQ4ANbSu03i3O95xBhsAnnzySXzta18b+tmf/Mmf4E/+5E/w4IMPDhlsv9+Pw4cPAxhmYup6Y5b0MLrWniUFlt/3er1i5DweDzKZDM6fPw+/34/JyUnZAGNjY5KHJSuaCobfBXZJFxoqMQwDtVoNmUwGo6OjiMVikktm8T2Fo1AoiCFgNMxoUistm82GZDIp0TQJNixd0V6h9sQZsWpvularDTk1ViKPNvR7GR4qIQoio3ZGmWfOnMEdd9whbTt5jWazKbknGrVUKiXvZnx8XKJpYJcJqsk4+t7MkVvJIPyMVqIAMDExIcdjEi3R7RnJWKdyJj+AyrNWq0nKgxED63yJwuhOcu+FceXKFUQiEfy9v/f3YBgGHn74YTz88MMIBAI4duyYnHwHDM4lf/TRR+H3+/H1r3/9JtIP34dh7PYNsBob7YzR4eIeSafTyGazSCQSN0VFhFfZpQ/Y3fdsGKKdNW0U9M/6/b44FJQ17WwQGSBMzihVO9QOh2NoHrw/nw/YzR8DEAPN3/n9fjHSNJh6v2kInk7OrWRZR+j8oxE4li+Wy2Xs7OwIX4brRp4A9a7Oh1NuebIdB9eW96FDxpavXEvqdR0Fa6SCjVK0w8eAjcZbPzO/p42vzkvrKh+9B/Reec9F2ACwvr6O5eVlfOtb38Lx48exsLAAv9+P+++//6bPJpNJPPbYYwAw5Bnzpdrtdjmlid4th4bTaBR5OAWjs3PnzmFpaQn9fh8f//jHEYvFkM/npQazUCgAGEQTuvaQB0VQOK2kj3a7jVwuh6WlJbhcLjk3mYKslTrhYc20pldJSJG593A4jFwuh3q9jqWlJYnu9KBjwkNAeNCC9mQJH/EgD81utcJptxo0ZLrLUKfTwZEjRzA5OQkAAveZpilRDrCbIyKywP9T6emSNear9Nry8AC2kjVNU057osLXbHJg0Fp1enpaTlVi1zSHw4GtrS2YpimQJO9Ng8x78gAErmmpVJKctc1mw8TEhLRJfLcbbSIap0+fxqFDh/Dnf/7n2NzcxIULF/DUU09hdnZ2SDnabDYsLi5ic3MTzz//PB555BFpI0pZ5ru3Ro3aqHMv6J4DlUoFW1tb8l5Yr7+9vQ3DMITJD+wyrynL2ujqaEsra/6Oe9Wau+ZndCTICFFH8NpwM9rUaSI6fLoaRhsRIlXFYhGRSGSIpc2/dYDCn+ln5M+sEThzxTr1QPkuFovSpRHYrcTg/aw5dT4vdZt2HPR8qTs7nY40p2IDFZLVdC221ZFiqo//pvPAa+tnpbO1F8Kic9RMU/T7g3LNvRzHNzvecQa70Wjg5ZdfBgDE43Fcu3YNX/jCF/C5z31OvMXXG3zx+ohDGlJNYGG0Svg2EAgMMaK9Xi+uXbuGlZUV9Pt9LC8vY2NjA7FYDFeuXJGuWDxikofOh8NhaU3K+2svHNiN6tmFh4pEf07nTDRc0+12paaQG5HOA+ElbtwbN24gmUwO9cvlBiT8z5zU4uIijh49OkQwo2cfCARk02qoiUpTCzmwGwXQSIbDYal37ff7iMViQsjiz+r1ukCi3W5XDDzzUbw+FSGjf11XTUPc6/VQqVSwtLQk8BxJRVQYFD5GAVSA09PTqFQq0gCCZDYAsvY01PweIxmuP3PlRHRo6Pv9PiKRyJDz824ePMnsAx/4AEzTxNLSEorFIpaWluD3+zE1NfWGjp921gBIzwHuMaIdOoIj4sX90+l0sLa2hn6/L+8S2M1f80hM5l8BDJEtdeRmdbR0tEqj4fF4hjpjaeeb19IROOWQpERNogN2T4bz+XwIhUJD3BLuP/7h3mdve6Jre8koZVc7ChomBnYjZc6XcqlbBBNd0iWQ1NUa4aDBJlrF9dCwtTbcjG4pPzabTVA5m82GSCQixlwjBtwvNMC6Gx1/p4llfEcMgvQ6kMPE56Le1i1f9T54z0XYbKn5G7/xGxgbG4NhGHjggQfwwgsv4Jd/+ZcxPT19y+9SWGmwWfdK74hRGWHVRCIhHpeueYxEImi32zh79qwcFVepVHDlyhXMz8/D6/ViZmYGTqcT29vbSKfTImD0zuhtEl4HMOQR01Go1WrY3t7G1NTUUBShBYjCxc1H5c/rmaYp0G0ymZTm+ewwxufy+/3iGGjBrdVqWFxcxOTkpBhnKg/dxEUbSioVXd5FBURInS0MU6mU1E5TETLKJPRfLpelcxsA8aQ1JGeNEgzDENSB0YhhDA4c2drakoYtPJWJZVdMCXD+WsANw8DY2Jg4D4Qnp6enJYLmOhAqp5PQ6XQQi8Wk49zOzg4SiYRwF7a3txEIBDAzM4NQKPSuN9rJZBKf/vSncf/99yOdTmNiYgLve9/7cMcdd6DfH1QMLCws7PldKkcqZypwRlwaWWE9PxnFhLedzsGBN9vb2ygWi0gkEuL8dbuDNqWxWAw+n0/6KuiUB/kPvB8dNMoHsJuGo8HV3cx0/wdgOGrVESf3nxXa1ggadQsjdB0dE+XRrGzmlnUaB9h1prWc8W/rftS6hwbR6vBrZ0M7GMAuh0BXz9yKD2PNF+v/k3dCh5iRLZ1jHV1b11mjhpy/Tqfwc2ygxd4R1AfkHjE4ou6hXmUAodfldsY7zmCHw2F88YtfHPqZ9f+3Glxo3dGGC0hly57Ok5OTchQic5nAII8ZjUbx3HPPIZ1Oy6b1+XzY2NjA1taW9JseGxvDPffcg7NnzyKTyUiEB0BgLJJoSESigqfBAyAHEfCcZ2DvkikqDTogugmAaQ46AI2Pj+PAgQNYWFgQOE3nyShAzAWZpjlUWgYM9yCuVqtCDNMbnIaXBkwLC9usMrInS55Rp1bGjEbphOiIxBp9aUHXBD3e2zQHpzytrKxIu1N65jy4g4rf6g3TIeh0OggGg5icnEQ+nxdnwuv1IpVKSY9xr9eLUCiEXC4n3a2KxSKSyeTQXHK5nOS0O50OFhYW0Ov1cOTIke9rT7+TB/vnf/WrXxWjtrq6ivX1dfnMraBE7XwTlqZyJDrGKgoqdXYfpDElVLu9vQ2v14tEIiEOZ7PZFFlgdKjhUqI+jNL5RxO99jIy3F/amGnnW8uyNip6P/JZdSWDNg68FtMwbAPM6zLo0SVg3NvaCdJR6esZU2CX7U40QwdBGubnewZ26+35c31ta8RvzQEzCmcqgDJkmoMeBmyuojur7ZVT5jx4bxLhGKAxerbZbHI/v9+PYDAo3S01qdFq6BkkcC1v1wl/xxns2xnMeWpjTYiV9co8KSccDksExbwYvfTt7W3kcjnJ0RAKbjabkltj9H769GkEAgG8+OKLWFtbQz6fl45ohjE4ZIAndFFpA7t5cxLXtre35RB7YDgvpgWUUSFzsPo56VgcPHgQvV4PbrcbOzs7Qr5hq81arYZSqSRGl8df6j7KPP+7VqtJyQYw7GHy3vSwqcTolFAQotEoksmkNJOoVqsCBTLfpxtCaOO/16DHzGsw0mZJmxYmh8OB8fFxpFKpoWMvuSesCoX7aHJyEt1uV84kdjqdGBsbQ61WE0EuFArikE1NTWF9fR35fH7ovW1sbMButwuaU6vVsLy8DK/Xe9tNFt4Jgw7vrf5/q6FRDxppfo9sY0LP3KdU2HQISWjSTXkoy5RnGm3uBfah572Z9+SwEs604eZ36CTrnOpekZeOenkd/Zw0DJw7ZYRQd61Wk/PtrUaLzrKG1tneV+d1OXQel//XUbw2Sm63W8pedV6aa6PTClZH5VZDpwFZKksHLBqNClrHmuperycn6vEefF6rY0CdxWic89L5fyJ1rC4JhUKSEqQd0CRVHbFzX/MztzPeUwabBogbjbkfYJAP13W7fMGEM1kvS7iE5xVTmGjwd3Z2kE6nMT4+LveNxWL48Ic/jIsXL+KFF16QPCebHrBTEQ2fhvZIjMlms9L+FBiuhbRuwG63i0ajIZAx87CMbAOBAE6fPg2PxzNUhsEzp9lLmUaVgqxzPTScPEeaCkAbNTpIupMVczzaY2Ypl25byLyUNvAa9tb32ct5odDY7YP6zq2tLezs7MiaBoNBRKNRMbRky+u58hmAYYiQAsrcOwl6hmFgdHQUGxsbsoYulwvxeBwnT54UFIZOIGFKNmU5ePCgMGqvX78uebz9cfOgQtUlUETPWMvPQzz0qXMaoqYu4FnO5Ebw+tQB2mmjk0c4nT/X8+D3geEWnvy53puaeKYNt45uKRO8no7UdC6dNeQMMIgY0ghzX/PkMQA3IXtsC0wdpSNfjXZYES7tVHB9fD6fQNN0Yq0QO6/7ejlejR5Qt7G0jddngETHoFwuCyOd66/XkD/TUDznRWSPjl2j0RBHROsD6kaNRvB3AKTRSrVaFR6UPoP8zYz3lMGmkgR2+wPzAPVYLIZwOCwCS8Wtqfq93uBkLpKUCClTIAhDp9NpFItFuZdpmojFYnj44YcRiUTwve99TyIzRlXAQHjIUmZkyeitWq1ic3MT8/PzexopTTAhXBcMBuX+OoLweDyIRqMCgRPa5rGczC0RdrLZbMJS13lpRr46F6c9YRo2DZHx54yKGImPj4/D6/Wi1xv0/mYnOi3EvCeVAwVQrwPXsdMZ9PRuNBoivLxOp9NBIpHA6Ogo/H6/NJwgWUdDZToy4LXp5YfDYYyNjYmjo+tjWfZGNj074DHy4V5xuVwoFArY3t7G2NgYgsGgKIJbwcH7YzC4nwl7+nw+aSNLREg7YNq55Xfz+TxKpdIQc5x7VcuRPjWOMmDNQWtDfKucKSNakr6slSn8vFX5a1Y7/w3sdnjUZwqwAQnz1DQ0ujSU+4vz5LronDmfR89jr4iY8yeMTP4GnXqmtXTUyqHfh9UZ19dnO1bOjRA4dTiPzyU/gQ2mSO7lc1rTaLynlTCrI20iKYZhyLHBmiyqiY9aF2lCHfkGuiHLmxnv3lZKewxCGr1eT0hDyWQSBw4ckH7VVuiIsAc349raGl555RWUSiUAuz2DSTyoVqtYXl4W5c+XSwLMyZMn8cgjjyAcDsuZ1dzU+vAB3SyEbOnNzc09c0jcIHQ2eD0N19jtdsm9+Hw+URyGYUguVRtGQnbcyCR26NIoGlBguEWkziVyXpowR4WlT/SKx+OYmJjA/Pw84vH4EMykCWu6iY32kLUSIIFrcXFRyGXAruDTQWPfYQCSdqjVajJfRvj62hou7fcHLHEeyMBSvGAwiLGxMfHOM5kMqtWqEBkZJej0QrPZxM7ODgAI03V/vP7QqRIe4NLr9aSEiMZa55S9Xi9isZggZCQosVEHlTUNFomoOqLlPiQ6pY0OU278jm7iop1V3SnLKs8a/qYx1TLFHtia7c65UKYYcWoSHK+viXnW0iXOk0PD+taoWBt6rXOoZ+ksk8fBZ7RG01ayGnUp9Uu5XJaSLZ41wE6JdJqB3XLNRqMha8RugjoFp9E9/RzUN5q02Ov1xPkgaZEpR+o8pgoZtHFNdWkbdfmt0njf73jPGWx2tPL5fDhy5Iicr8oXpz1KGssjR47g7rvvxvz8vJw3rY+NI/EhFAqJ17W8vCzwsy4zsdlsOHjwIO6//37plcyDHprNJgqFAiqVyhCLXQvj9va2wPhWCE6THbrdQU/dXC6HbDaLV155Rdjx1WpVNp7uzUtBI+uduWiNKORyOfk5CRpUJITntOHXcBTny39nMhmsrKyg0WgIm9fKpiQsZW00o8l0bFBCQV9ZWcGNGzdk3e12u8CjR44cwbFjx2TNeS+euUshLBaLQ84bI3DdaIIQl9vtllOE2u22pFUYaRcKBVy/fh3dbhejo6MSEdjtdpTLZXQ6gzONM5kMstnsECKxP/YeNFQulwtjY2NSzlQsFodKlTSfwu12IxaLiQJnvpMlhNpA0zAzt8koXkd/NIT8DstA+TnuUR2VauiY+9OKlDEdpZ0BTaqr1+uyd+mYcE0I5WpHRTvG3FM67UdDo/WHhoqtqSgN/2o5JTlUQ+z8P+djTU3wXsAweYvOE7sZejweRCIRQSXsdjtGR0cxPj4uxE+tJ2u1msDy+r6MkKkvNPteOyo6YKLjrddZt4PVrWzp7DHVwnTqXm1x38x4QzfeMIzfA/AJABnTNI+/9rMogP8JYBbAMoB/aJpmwRjM5rcA/H0AdQC/aJrmudua4Vs4Op3BIRtjY2M4dOiQtMUkWYs5B2D32MZAIIDp6Wk5w5YGul6vI5vNiiHTMK/D4cCVK1dQr9dx6NAhMSwUgk6ng/HxcTzyyCN48cUXpYkKMNj4rNPWL5elIOxPnUgkJHK32QY9tuv1+pAwtdttFItFyemwNWCr1ZJWgXwWwn/ArjLUG5hQb7PZHDotTBsxTTDhs9Cr1JEshb7RaKBYLKJQKGBubg7BYFDWh4MGmp6ybojCsizCoZVKBdevXxf0g8q2Xq8jHo9jfn4eiURCUgFU0pVKBWtra6IUqWzr9bp49+VyWcqttCdNdIBRhGEYKBaLQ9EVz7eu1+uIRCKYnZ1FLpcbWmNG/6VSSfrK7xvs1x9utxvJZBIOh0PY+SzXspITmQ6jLJCXwSYr+nMkpVIeqGx1jpvGkIZTO3/aQHBYjQEAMWTW1BvlinPR+W8idZQhHqhBY0VHg6VbnJOO5KkzmI9ndGzNUVvRPGtaiHO3Rq17QdzaAdDVObwXHQbqj1arhUKhICgW+TjsNsf2sfV6XZpT6ZRXv9+XVIZ+TjaDIpdGt2fVKTFdrqrtA+9D3g7z/XTo+U6IIhJ14TWskPwPOr6fb/8PAB+z/OwLAP7GNM1DAP7mtf8DwMcBHHrtzy8B+P/e1uze4uFwODA2NoapqSnpBsaNrj1xCjfZgMBgU0UiEYRCIQQCAYRCoaFoki9fG6+rV6/i/PnzAonwSEVGXpOTk/jwhz+MWCwm3hibDrDEiS9Zs70J9VIgyKzmCTXam6ZCYl6Hz8WNWq1WpbSFDgkVF4lezLcysgcGndv4rIR3acQ0u5XwEGu8qWioWNrtNtbX13Ht2jVUq1X5LjBMKCOBhd9l0wSy3QuFAl566SVUq1XpnMYyjHA4jLvvvlvOL2c3K+aQ2Uuc0JfNNqjx7nQ62NrawtraGra3t1EulyWC4vpo4h2PaiyVSlL+RaWxsbEhzhYdnn6/Lw1tyETmu9MEl7dyGIbxe4ZhZAzDuKR+FjUM41uGYSy89nfktZ8bhmH8X4ZhXDcM44JhGHe95RN6k4MkHpvNhmq1KoRFvntg16gygmJESgdVI0TayOrT+YDdxhn8mzLDSJL7nsaKOkE7A3Q4dTQJDBszGloacpK3dCqJhgWAnCZIJ5fGkw4EAxAt0/r+lE+WvOmzsbXs8d/6/zTYupJCowV8R7ynzvFqdIzXpDPAdeeBOqOjo/JZcl5GR0flFLXt7e2hiJ5/SLYDbu7lTSeHTjvfPZ+bJEQAort5PW3QTdOUVAp1mX5P3H+6YuZ2xxtqBNM0nwSQt/z4MQC//9q/fx/Ap9TP/8AcjGcBhA3DGLvtWb5FgzkQTRBjAw99zimJSJFIBNFoVCAXEhzYr5ttOZkbo+elux/duHEDzz33HC5cuIDLly9jZWVFWueZpolkMomHHnoI8Xhccj4sB+IZ2FTcOopfXV2VXHm1WhVFRGGmkBaLRayuriKfz0vkQIYoFVWj0UAulxNmM50PrhnzMxTu1dVVrK2tyYYlExfYO8oGdh0aKidGvyRlLS0tSZtQq/PEqIIeLYWPa7G9vY1z584JrL6+vi6KJBQKYX5+Xk49Y7RBg86563sBAwVLmJXKcGNjQxwSnX9bX18Xxcz8GpUBlVOtVsPGxgYajQZCoRBisZisD5WnhmS1gnmLx//AO9wBp9Gp1+tiOJni4XqzFa928ug007DRQAKQtachZcWAhjZpjOr1upwIpaNIOs7MdWr2sI5Cdf6Ue47/p+4gYcl6fTrNdExoPOg0a4NvheK1c0AHgcaJxp+QMuesI2UrG5r6QzstuuWozufzGazDGpk3Gg1sbW0BAFKplBhGlm1FIhH4/X5UKhWJwAFI7pplqVbnR68z01U66rWuDc/e1nLMdAQDqnq9Lrqf+p9OjEYm+MfaLvfNjDfLbBk1TXPrtX9vAxh97d8TANbU59Zf+9kWLMMwjF/CQAm8bneyt3LY7XYUCgWEQiH4fD4Ui0WY5qCcKhQKIRwOIxAICMOYkbQ+elLDbtqbJJGNjO5arSZKOZPJ4OrVq/B4PNKCMx6Pw+l0Ip/Pw2634/DhwwJRsw6aET2jQAACdZmmifX1dTQaDcn9MqfHHDsAMebFYlGuZRiGnGrTarXkoBF2MdMlWoz8GFnysBFN5uA9dD0qvXxgd9PSYSAZxDRNOSrR4/FgZWUFsVhs6BQmrexYxsEcXrvdxtbWFi5evCgdh1ZXV5FMJuFyuVAulzE3N4fJyUlRPoQPqejr9Tpu3LghdaMk89CR0znJdDqNdDqN6elpgdNp/EdHR6U3O1vSMp9Kxb6wsIC5uTkcOnQIs7Oz2NjYEIXE0hRGCG8X6cw0zScNw5i1/PgxAA+/9u/fB/AdAJ+HcsABPGsYRtgwjDEl+z+ywXwxz02v1+vSoZCpom63K2xhbeSBQeTEdBY79tHBAyBEU+7DRCIhVSHhcBjAQB+QfKjhUjqF1BE6ItM6gxGYHnuVPWqjy6oLOrSanMXqiG63K0GBRrl0DTCDFpvNJsgXjRudXV7fGmnzXmSe0yAy0rTWrvMz2ljptaCBZwdAyhOdqWQyKZUVrOjI5/NDfBidoyaPRLO3+Xw8YVGvMd+Dzq9TT3CvEf2kM8i0BPUDnSmisySsaYf/rRi3jbm9Jsw/sNtgmubvmKZ5xjTNM7p/79s5vF4vDh48iFgsBsMY9PQNhUKYm5vD6dOncfLkSUxOTso5rDqnUy6Xkc/nsbGxgWKxiFwuh0KhIPXXAOSF0qCcPn0aU1NT6PUG58G63W5sbW3h7/7u73DlyhUhW9HDPXnyJBKJhHRgWl9flw2mmejMjXQ6HWmryAiBZUOaOUrymq7FpBdIdjLJT/l8HtlsViIMDkbI3JCM7Dknlk1pSE1vbEYrmolLL5be7/r6OrLZ7FB3M51XYiqBzkCpVMKlS5ck2tjc3EQgEIDf78fOzg5sNhvGxsbkHF7Ohdew2+3IZDLi0b+2L0WR0HmiII6MjGB1dVXY3GzKwftEIhFJu7CXu9PpRCgUQjweH3p/NA6MrAnbMnKoVCo/zBz2D+qA3zQMw/glwzBeMAzjBX2y0tsxdE6axpryHIlEJDddKpVE0fMPlTijWR3J0tAQHqVR8/l8GB8fFwdVR+xE7ZhmIVmU8LeO5PX/+V0abMqMLhHVRlvneK3GU6NahNKZZgF2O4oxMub/tUPMPajvzTSCTgdoYpqOWkkM1fwBndaz5rT5HjkajYaggGzDTH4IEQSeO8CGMHQY+PwAJCUWCoVEL3CONJ4a1tfdG4Fd1IDPSv1DR4g6iM6RzWYTdrnuoMnvUyfzPlYH7Qcdb9aNT9PTfg3yzrz28w0AU+pzk6/97MdimKYp/Z1pCEOhEI4dOyZ5Rd0rlgSpQCAghIV8Pj/Ua1aXR3HjA4PSHBKpCHWTOGaaplyHsDqjqgceeADnz5/H9evXkclkpFEKAJk7vT2yE5vNpqAAhIM08YzCR6GnUuLveS1uasJroVBIOjsxv6s3I5Vat9tFoVAQ40hHBIA0Y6CCIZO62WwiFAphYmJCCFutVgubm5tIpVIIBAISRev3x3TE1atXcfnyZXFG2Bc9mUwim83C4/HgzJkzcuKT7uft8Xjg8XiwtbWFzc3NoQiBDgQVIevQGXGVy2XcuHEDNtvgRDNdspJKpVAsFmG32xGNRpHJZEQRcr3p5ESjUZw8eRKXLl2STlxMEywvLw95+D/MYZqmaRjGm3LAAfwOAIyPj9/0/WKxiIsXL6JWq+H48ePw+/14+eWXZe0ikQhisRgWFxfFURkbG8OJEyduyuXrCFXnmelUZjIZOfddp1YACPGM8LluRMScJ39H40jnjU6URo54fTY80s06GNVZyWq8NvOddBJ1tMh7a+NhNfA0zjofzmifUSE/r0vNKOuMznltyjajan0/AEOOhv6OJluRGU7EgVE278U56HdIvep2u+W4XF6j0+mgVCphfHwciURCCKBcN65Bq9WSFsoMevjOdSMqRsjURwxK+Kxa/5OQzHdOJ8dackZUk3rD4/FIIyWmMcnD4T54s+PNRthfAfDp1/79aQBfVj//f75GVnk/gNLtwmcnTpzA+Pg4/vN//s8wTROHDh3CgQMHcODAAczMzODll1/G+Pi4/PnUpz51y2sZr7GV4/E4/H6/MBDZtIOkodHRUczPz2NsbEyUO5uQ6HwIBYNCQ0/L6XRiZ2cHq6urGBsbw/z8PGKxmGxYvmhGWsz30JOMRqOYnZ2FYRhYWVmR4zp5ba3AGOXlcjkxzo1GA6VSSUoRqBT5/MBuj1t+hwJOI6XbGuqNppUHoxUA2NnZwfr6uqAFOjLQpS0kfLAsYmpqCpFIRNZmcXFRGp4QseBz0mO9ceMGXn311SHSGB2AbDaLbreLY8eOCbpB7gEbaZRKJVSrVSwsLEjPdGBA4qEz1G63kc/nRelxHmQZr6ysYHt7W1j3xWIRPp8PY2NjqFQqiEQiSCaTwqInD+Ly5cvScS6fz+PYsWM4duzYEBzHZ/8hRthpck3eLge8UCjg6tWrAIC77roLIyMjuHDhAu644w7Mzs5K9LSwsCCpKKYP9hqUP42WsOlMpVIZ4pHo+mQAksahLGsWuDagNAj1eh2NRkOO1NV5aEKpJIsS/t3Z2cHS0pIodM0J0U4vDSANKr+vGcVElGho+DMNt3O+NMg0rppQpSFcGh2uEbBr8BmJ6vy+hrW5LpwHv08ip0YBSArlv4l8pNNpbGxsYHl5GWtra9JxkGlHrlW9XkcymUQymUS5XEYmk5F5UbewjItltEztaUIZn0PrLB3x85mpkzXiAEC4P+Td0OFqNBpSCksyY6PRQKFQGOKmsInN296a1DCMP8YgvxU3DGMdwP8HwG8C+L8Nw/jfAawA+IevffxxDEq6rmNQ1vX/uq3ZATh06BAuXbokLzGdTuMTn/gEwuEw/vt//+/C5D1+/DhSqRSuX7+Oa9eu4fDhwzddi/BVIBCQc54JgTPy1ZBuNBoVj5Ebgi+kVCoNwVG1Wk0icUZGxWIR0WhUYNNr166h2+3KOcgXLlxAr9eTQz2ee+45VCoVPPzww5icnMTS0hI2NjawsrICm23Qv1rnbei9UWCZt2ONNA0lDRWVA5+Jv9PCpfNyuVxOepxb60np+WuixdramuRw6ZFqB4eDx33abIMOakePHsWlS5fkKNKdnR3p5V6v15HJZLC+vi4QdTabRSgUgt/vlxxxv98X1v+JEycwPz8v0RQHPfFWq4Xr16/LWceE1thuku+PSopIAgW83W5jZWUFmUxGyCZbW1vi5JHANzMzg9XVVRQKBYFp2SyHfeEZkVNhM5+viSs/hEEH/DdxswP+fxiG8ScA7sNtOODJZBIf+tCHEI/H8cEPfhCVSgXz8/P43Oc+h69+9atCKDp//jz+3b/7d2i1WnjhhRckn8gId2dnBzs7OwKJ0rFk5QM7YgG7kbhGnEi0arfbwntgBKTJU0yJUScAGOrXwH2jyVsknRmGIXXATIXRENAQUiY0nK2jVu5JYLgpEeFVyhAjPo1GaVIksEscJUTMjm3aUHNoR0RHsdpB4ODPdPSpo1AiS/xOrVZDsVgcSjExjRGLxYbSiSyf9Pl8SKVSqNfrQ3lrrhXfF0tjo9GoGHqHwyHlYHxflGOuCZ+ZKAERTzoaDIAYyXO9tNHX5GUdtfPaVvLe7Yw3NNimaf5vt/jVh/f4rAng/327k9Ljv/7X/4q//Mu/lP9HIhH87M/+LL71rW8Nfe7zn/88PvWpTyEYDOL3fu/38Ju/+ZsAgIWFBfzhH/4hAAj0SwN68OBBjI2NiQHSMBShHObJGJX1eoNOQyyhYh6s1WoJoYve3draGq5fv45YLIZ2e3AIxNLSkhwqkE6nUS6XEQ6HkUqlpE3l6uoqDh06hLm5OcTjcXz3u9/FjRs34Ha7kUgkZLMQ6tVeNWuB+SyVSkVKpubn5+Hz+VCr1VCv18U7pYACw5476xXppRJK09A6vVOv14tWq4XFxUWYpjnUapTXoNEfGRkZOshkYmJC8rbAwCkLh8Mol8sScdMokznPHCTXcnJyUnqDT00NgkI2peHz8P75fB6rq6sAIMp0fX19yNnQjGENg762z9HrDeqmWTXAM4Z5DjoRgPn5eZw9e1YcCpvNhkwmgyNHjiAWiyGXy8HpdCIWi2F7e/smSPStHj8qB5wtM3mWPQBxcPL5vEChdJSfeOIJfOUrX8EXv/hFBAIBnDt3DrlcDjs7O1KhwfdE48WmGJrgQ4VK5U6CJA0m15qGksZOQ802m02cSaJO+nxt/c5Yc+vxeCStU6/XJfqiYSHvhc6CLr1iBE4joaFzOpaRSERKCAnD0nHX+0ZH5EQjqLO0Aeb39Fz4/BoR0J/T66vTExqF63Q68vyFQgGmOWjTrBnYGsFiQMXDNYBBCSnPW9Dlj71eT9Ctfr8vRp5EWt0QRzcu0YEH/0/Z5Oe1DOpUJzus0RHhnuCzsD0sgyEad/7+dsc7rv9hOBzGT//0T+PYsWN44okn3vDz0WgUDz/8MEzTxF/8xV/IS49EIojH41LLqUs8CGExeiuVSgLTWntnU6BIROBmcDgcWF1dxde//nXce++9mJycxKFDh+D3+3H9+nWBUp1OJ4rFIrLZrPRC3t7eRqVSkc5p9NrINKeQ3Kr9oM1mE2h6ZGQE0WgUgUBAvE8ND2qDTaHRMJDerFrAOS9N4mEOaH19fYjkRsOunRlueEYeU1NTEvmm02kRRP7e4/EIsY25xkgkgrm5OQQCAaRSKRE83U6Wipnphlwuh2vXrgmy0G63pX3ogQMHJIWgyUH6ufmOSSrTsFy5XJYoPZVKYWtrCzMzM9jc3JS6UqZDyEqORCLw+Xxot9vY2NgQ6JRHlr7V40fpgLNRDkexWMQTTzyB5eVlMSIAhP3PNq/clxMTE3jooYcQjUZx7tw54RGwtas+UU7vNUarbIRD7oiWYe3k6rpnOqhkH9NoEo4nFM60C2FPdtLj9wjbGoYh75ZoFveqNtR8Bs4D2O2ux/4QLOWkPrBGfjpa5lowFUZnxYri8Hv8nS6xZIBi/Tyw2+GL+kfXOFNnsnSM6JouPSNRTN+LPB/KI9EsDdlXKhVpN8zgis9IB57PQcfitb09tDaaxMd3biUYMqWgDwYxDEPQHgZQ/D3L4zQ8z4qbNzvecQZ7ZWUFn/nMZxAMBrG8vCw/z2azWFtbk8YgHLFYDI8++igAiPCmUin4/X4Ui0Ux2hza06YSXV5eluiaAkpPFYAYEc3C5iZgDfSdd96JBx98ECdPnpRWmvS4Cb0QsiqXy9jZ2cHm5iYcjkGDCBLOVldXxUFg2Rc3g/FaLpzCSAXBqJHGtFwuDykGCjY7mVEIWRrBCFN7m1qhaMYkjSM7Bekc0l7KgSMSieDUqVMwDAMXL14cUnIOx+BIOzYucDgciEajwvjn2uiWqyyTYhlZpVKREq7NzU3xlKkQdCkI8+tk+lIoKaC60xTJYna7Hfl8Xmr46YAUCgWcOnUKAOR9bmxsYGlpCcePH0c2mx3KeWezWWmu824aJDMCEMO5uLiIYrGIcrkMt9uN+fl59Ho9PPXUU3jyySdx4MABHD58GM8++yyAgfyurq7i7NmzWFhYwGOPPSYnpfGAFeu+BHaJlXSUWK4H7Eag3L/WKgpg2DnVRkFDvzp3y7JKBgHMr7NGn1GiLvfhfLXRoOxpVMswDMmp1+t19Hq9IWRPo29a7ogiEDnUUSYw3IpUo438LuWFML1OIWhoGdht60mUDoBEnfpMaQ0V89lZhsdadv5On22gmya1Wi2EQiE59IU6hc9GlJCyqg22Rgv4LDoKZwktUyFMLer6d93q2efzSZ6e99T5dh0ovdnxY2+wv/GNbwAALl68iD/90z9Fq9XCq6++KovD8S/+xb8AADz44IP4whe+sOe1AEi0SaJSoVBAPB4f8r64KZg/JZFJGx9GsRRIaw6q2WwKe5RQYKVSwSOPPIITJ07A7XbjwoULwm4muYWt97jpWTICDF46oSF681ZPENiNGLhZyYgnZMde1drD5WAe3DRNadpCJaONO9eAQxNwSNDQv+O6mqYpOUauJ9fP4XDgwIEDWF5eli5R165dg81mw9GjRxGNRodKvSj0uuMUWwbSWNPYUsmxJIuft9lsyOVy4iS1220EAgExMDrHqBUcUxGmaYoCoqIhHBqPx5HJZOB2uzE3N4dMJoNms4n19XVcvnwZd955p0D/AJBIJJDNZkVRv5sGW+OePHkSmUwG+XweJ06cQCqVwl133YXjx4/D5/PhwIED8Hg8ePjhh3HPPfegVqthYWFh6Fp0Lv1+v7QkBSDRoO6nTWVMo03yDw0bj3/V0ZBGVPg394CO1Agza1KXThNpw0e4FYCUCjIqZRctntynZcIqb3Qu6Zh7PB5xJDVPhIZWp6+0vHF+HDR0/LwmvZFcq4+S1PPS39WOAHUCo046GMFgUFJR2kDS2GnmNt8REUT9HToP4XBY3lmnM2g/TRSOuojyr0vVtJOiSZ/63es10v/nc9FBAzB0zC7z+nzPer1uZ/zYG+xWq4Xf+q3fAgBsb2/j3//7fy+/++QnP4np6Wn5PYChc6itg+1A+WLpAdKbJcmIL6BSqUibSW4+GjzdVYxwGIVew0Y226C2stFoYHFxEdFoFA8++KBEYFevXhVoTZNeNGuUeTmSSvr9vkBhhGh6vZ7U9bZaLYHoC4UCMpkMkskkgsGg5LoI45CoxQ1FwQQg5CfWF2ryDiNZGkyt0JLJpDRAsZaoABhaa0Y1VLbBYBAHDx7Es88+i42NDfl9Pp8XQggVkN1uRzgcFkeCwqfZqjS6pmlibW1NSF08lWtjYwMvv/yywJc0lmziQAeN62SFy9gMp91uIxKJYGdnB263W9Ib4+Pj2NraktPIFhYW4HA4sL29ja2tLSSTSSE9hsPhISX7bho+nw+PPfYYHnzwQcRiMfzcz/0cbDYbwuGwtJrc3t7GT/zET+DMmTO499574fV6cenSJekVrQehU8oBDZTu4gcMR3t0oHXtNeFXbWx5PRoi7m1gmJTFygnuC85Lw838owlS+n6cr45SaTiAYcIcc7NkXesUnIbFOWgE6dzo6+n76P2mI0+73S6lr9RpNHgcdBJ0NQVllu+DiKJhGMI90LrH6XSKg60bEvFv9uumzqATXqlU4PP5BPUAIOc7TE5OCoeGOpF62hpda/3B/QBArst10mW5/DedGzptbE9NlI9IoW6Tejvjx95gf+Yzn3nDz3zuc5/7vq7FkiKecZvJZEQA6RUz/2GapkAoNEr0rvUGo9EnBAYMKwlg1/M3TRPXrl2TGu2ZmRlhDpPhSiiIBfrMebI0gNer1WrY3t5GLBYbgqU5JxrhXC4nEc3Y2Bjm5ubEK2cujwesM/r1+/2IRqNiIIFdRUIFQ+XDezNCZhlbPB4HsFvfqCMYQnP8js5lO51OjI+PIxgMCjGs0+nIgQ18h6lUStoU6jwY0Qnt4HS7XTluk0qegnf58mWUSiVMTk4KnA9AStucTidKpdLQUZzMPZIdylIxOgpbW1uIRqPwer2YnJwUr/vo0aNIp9OSS19eXpbDK3q9HqampnD58mUhKL2bBiHo559//pZKi+8knU7Lz6w5U2C3N7TuGUCZ0egE5ZW10FbkBxg+/Q3YLRXSOUorCsU9TFiWUZTb7b6pbMp6Df6MhoMGRfNAiOZQ93BtyFYGBjomGAwKTNvv94fQBbvdLgRUQvFazvX+spaRMeInR6bX68nZAZRdIosaFuc1tLPDv3V5l3bWgYEz5/P55FkYIPG6RDytRLORkRFEIhGRc7aqHR8fRygUQq1Wk4ic+odnKBBipx6iMddOjz6BSyMeDOrsdrsc9MO9FgqF0Gw2JdVJ1BQYRiTf7PixN9hv5dCRHTdcKBQaglcocPl8HpVKZcio0FNutVpIJpPw+/3SqpMvhYaZgqghNSqjp556CleuXMGRI0dw9OhRhEIhFIvFIbKUhpno4ZONzLxurVbDzs6OlESwDpFKighBvV6HaZqYnp4WUhYjjlgshs3NzaFTZxKJBA4dOiReIhuT8LmoHOgN+/1+zM7ODkXx3Jz0yKvVqihLnQPX8JE+RWd8fByvvvqqCBQJS5FIBJFIBAcPHpTIVJPkWDpjs9nk1K6NjQ1hbdP5cjgcuHz5MtbW1uD1elGtVnHt2jWEw2EcP35cTu8Cdgk1WjHqd01BbjabCIfD0gmPzXji8bg4XURnxsbGpCENiVJerxfj4+O4fv36noSgd/pgFcMbjb2M9K2upfcj+9pTZrg/iV4RWtXwJ/PNNGZkb7Mpka4W0I4G89caeeN390ob0akgjM79Tg4EnUHmt3VrVMLEfAaPx4NEIgGfz4ft7W0xfnQOuL9tNpscPsOUxF55auuhHzyQhpUQ7AvA+zAYoPHl+lt5MUS3KCdcD/6f96ZTUC6Xhw4S0o6Fae4e38mzsdn6mfuBHBKW42azWQnGGMnzWtrh4s+JDGhYn5+jwda5fRIGTXPAfGdTKJ1yoL14q+T5PWWw+/3B+aoOx+A4vkAgIMctavIIa311pMOIkvnRbDYrRpolK6FQCF6vV5Sz9pR1fpnlS9lsVnqO605j3DS67zEFv9FoYGNjA8FgED6fTzYxsMtgpnHTLGufz4eJiQmJ5liCEIvFJI/Kw+DD4bA4HHRuqEjYaYzfJxQ8Pj4uOWWrkqLw8d+E7LW3DUAIYXfddRdmZ2dx8uRJPP/886Lka7Ua4vG4GFANp2vjzwigVqthZWUFGxsbIiw8a3xpaQmvvPKKrIfb7cbm5iaef/55AEA+nx9KefB5KKgasqTDRg/fZrMhnU5LWoKleFtbW3A6nYjH4zh9+rSwWMlfKBaLmJ+fx/Ly8luW83q3DkY6NKrkWzAHrCNDlnPqKFant1jmyNx2r9cT6Jw6QOeHrVB5MBiUdAYhWe53vU9pAIDd7lvMx/NnAAQut9vtQyeDMc/Njm7MDXM9AMjPKad05LkulA9g+NQqOgmsyGi1WsKop6MO7CISOhfMuepomwTXQCCAsbEx0SG6Pptrw+cmbK3XWiOgrVZLHH/mrXkdclNSqZQ0uqrX60Lu1fC/FdLXiAyHNc3GtdPBlN1uF3TA5XLJORG8HsmrbJzEPXM74z1lsGmACH2w/y8VPCNJdrCiEtbsvmAwiNHRUVy/fl28R3pfbOZRrVaHiB7ckHpzJxIJHD16VCIulqfojmNUSppQQliv0WhgZWVFylOi0SjC4TCazSaWl5dx5coVAAMiE4WQUB+920qlgrGxMdxxxx145ZVXMDo6Ku1I6/X6UBRNotvs7CwmJiaGPFRGFxpW42ZnrpskE66Dzl8zH3Xu3DlcuXIFqVQKlUoFs7OzeOWVV+TYzVwuh9HR0aHDVbTgc40YUdVqNSGwjYyMIJvNSl/xq1evyrwSiQQefPBBrK6u4urVq+j3+wiHw6hWq4hEIgLTUcESKg+FQnIfPjc97Gw2i3g8jmg0KojDxMSEnOzFZye0bhiDZhusYKBS3R97D0KwdHRpqOhM0XGtVCpDpYc6LUNWOZ0sfSCEJiwyKqRM6rwxo0S/3y+GmuVThOF1dMa583N0HOjI8v50RAqFAvL5vJRD6SoQRr0kQDFXXSqVZO75fF7gYN34xefzIRQKDXFa+GyMHHU3NB2ZE8nSsqeh+1KphEwmg2KxKJ0M8/m8QNTsaEa5ZCCgHW/9njln6huWp1IHFItF1Go1jI6OIhgMIhaLIRqN4tVXX0WpVBKnhI6brs0GIOvGWn4adu4b7jFdPqtLaIFBIEAHTaMMRGxZffOuz2G/1YPGwu/3IxKJCBmKC18oFETJk+ShSQTsPcyzpTV043Q6BZLmy+SLpQLmhnG5XIjFYlLPy1KlQqEwRCzReXVC+CyLKZfLuHr1qpwgFggEsLa2hgsXLmB1dVXYysytcbjdbmlb6nK5cODAAZTLZeRyOVy9ehWNRgPBYFAQCL/fj6mpKWl0wcieRoyRiYbLWAZCg8R8ENuN0vHo9/u4fPkyvvvd7wok3W63JcfLA1YYCdEQajatzkVRIQODnFY6nRanYGNjA6dPn8b29rYcNOD3+3Hq1CnceeedWF1dRbVaxdLSkuSuJycnMTU1JeUmrGdnG1LTHJSi6BQAmfk8ixvYbaWZSqWkbaHL5UI+n5cmMnRqEokEMpkM9seth86Ncu8xtUAFS9kNhUJDSphQuM1mk3I/tqWlYdKIF9Exnd7ioIJm90N+3uFwCARPXWAllu2Vr9aRebFYRD6fF10RDoeHHAY+Dw2a1+uViG5lZUV6D7A0iTqELO1utyt917PZLEqlEux2uzSmIUxPR1+3C2a+nLqU6Fqr1cL6+jpKpRKSySQmJycRiUSQTqeRz+eHolP9Pjg3K4mN6CebrwC7R5/yeXlSIAOwUCgkuswwDDmaU3cz1J3N2NtCR/t0oPjuuec0ssh3wfVnIEUHh8/DZ9J74M2O95TBpqCxlWEkEpGfkzm8sbEhZDQy/HSehpC27h0MQKDOQCAAj8eDfD4vQqK9cwCSM0un05iZmZGmCczJ3LhxQ4hxZMGy9rtWqw2VebGHOPM/i4uL2NzcBADZ6Kwp5qZlfpf13b3eoPfxiy++KDBYIBCAaQ7Kyo4fP45AIIAbN24gnU5jZGQE+XweTz/9NHZ2dhAKhXD33Xfj0UcfRSwWkxIOdm0jS9rhcGBlZQXj4+O4++67JQd9+fJlPPPMMzBNUxqJzM7OYnV1daiZjWmaMj8Sx9gOluiJzTZoS3j27FkRbB6wkUwmUSwWh3gHY2NjOHr0KEqlEpaXlwUCpZHf3NxEIpEQmJSnctFLTyaTmJ2dxfr6ujDEWUfNci029QgGgxgfH5dubXa7HeVyWeq/WQI4Pj4+5ETuj70HlT+dUR3FsJUpYW9gtxEQDSqNvHWteUwney9YWeNUuvw/yV2MSKkvNJFTH4Cj7219FqJw7EHgcrnk7AMaFQ2hUxZ4TfInyuWyNIfSXdWYM2bLXOo3Hqih66Mpe0TceCQvAEGqyI1hzp8Q/tjYGA4fPjzUJIYldfq0K6Y16MATPqaTY7cPjg1mgETngSfgER1gJUsikYDb7RanYXR0VNAU8hzI46Ex1jwffWgR66w194nGnfaAyCJhcyJs/BzTbazY2TfYP8DQQkTyBgUSGOSUt7e3AQx6Ouv8DaNEHn1pzW8Hg0FMTk6iXq8jEolga2tL8j2EQAEI+aFSqWBhYQHhcFha6NFgzczM4Ny5c0KgqNfr4v2xLISeJGt/0+k0KpXKUP681+uJp0vIkPnVjY0NTE1NYWFhQeqT2QeZ0R4hrHQ6jb/6q78SA0nonoohk8lgY2MDCwsLeP/73w8A0vt7ZWUFN27ckLIG1r3/zM/8DD75yU+i2+3ixo3/P3t/Ht3ofd3342+Q4AISIEGAC7gOZ5+RNKNtpLFkbYm8x6kdx7WTprbbNE6apG7aftvErd3za9qT9nvi9ut0Sd2maY7dxUuaRk5ix7ZkWYqkSKNtRjMjzcbhcN8BECQArgDx+wN6XV5AIy8ayVKs+ZwzZ0gQePA8n+Uu7/u+9w6rUChY8waIM+Fw2IqlsAYQZzhYwIsM1tJ3AAoGg9Yn+fTp01aLmnarXV1dxhbHUEOwLy8va3R0VIlEogImRADs3LlTg4ODVh9+bW1N8Xjc1orDjFIYGBgwAYZgXFtbU0tLiwkRDDdv3V8dlQNIHJKiJ3VRAUuSpRFJ2wY7CE+pVLLcYNZE2uaMQO7E4K4e3sPCMPYer79Xr/BBmzwL2cdZ8cioakaFL+qf+/QiqSyrIpGIZYSQstja2mophp5JT0U4+DiFQsGyGjAeCVMhG7hHf10yWeC8LC8va2ZmRhsbG1bQiBg6RWuA5QlDIlc9iuHDDcwTBYkIBWDc0hiJv9fX12tiYkLj4+MGdePt+hAcqNzCwoLy+bwhI8gJvGsQM09QAz3xhg0yGtQAEi8GmrQNm1/JeFNJBA9XRaNRU5LAPbOzs8ZUJh/PxznYgJDFuCbCg42xc+dOU/5sSM+MZjNMTk4qkUjo2muvtRhSsVguLLBv3z5LQ+JeaTCysLCgZDJpkC6xLGJXPg8UC5oNixV74cIF5fN5LS0tWQ1rSbYpgb0CgYAdWHrRLiwsqL293dI+yD08ffq0FhcX1djYqKmpKYuhsXmz2ayVYv0//+f/mLc+NDRk+dGJREJzc3NKJpPGuqboBXO3ublp8UevrDlA0WhUfX19mpyclCRLz5uZmbHDCiM4l8vpueeeM0MNaxqFWigUjEUfDoc1NjZWwdYF0kZhE86A/YuFDVMcg44SnTxTV1eX5RvDGL86Lj/8mqO0EaiwkynNi8EnbVfz8p+BfwDfhD3EngNJ8QWNJFV45R6i9qlVXMtX6WJP4Ild7tm4T1/gxT+zF/qgN97zi0Qiam5utvv1KV6lUjn9sb+/3/gzPAP3hOHh85vZx4TK1tbWlEgkzPDZ2NiwOu3UA8fQSKVSKhaL5gVTkhkF5+PffqCwPaJQKpVMVnBOkOmBQMCch1KpXFjJcxe4TwwEHAGugbEED6maeMZasIdQ+j41j3UGzeS7t7a2DLG5kvGmUthYmW1tbYrFYnao1tbWND8/b72R2dTkBUrbjMBCoWAdZyBC+M2AZe0T8LHQOcBemT7//PNqa2szIgZwzcGDByWV2022trbadYibw/wkpo7H70lrMEKpab21tWUxesgoa2trWlhYUENDg9ra2sxLwUqnbCsMeMgtKCXi43jDkH3wXK6//nptbGxoYWHB4oo0UrnvvvsMbYhEItq1a5eCwaCmp6e1tLRkxg7xJIwOUAT+sbZSZYnHUCik0dFRpVIp82R9/L61tVWTk5NGOkKYsn7M6fr6uuUGk+aDsJuYmNDq6qp6e3vNYJqYmFB3d3eFEpDKFZl8GIX7IfSCtU46zFXi2csPvFi4Hpw9FAd/83NYjWxg/CHwpe39w/VBsIjteiFeTT5jDQmD8XfOId4XFbIkGVeGkIgP7XiSGMoC4qb3XPGcqbve1NRkLSb9tXguvEQgeWQKe9XPS1NTk4Xt4Pwkk8kK4wPEq62tTddee63FhgmdraysGGHOk/GYc5To5VAMabt4FN2wkD8YI97Axhjo7Ow0RrrPoebZpe2GKPCKmINYLCZJNrcgLdwre0DaRnp8aWbu2bPrUe6XM9J+kPGmUtjFYrm+9q5du6z+tFQWnHSFIn3Aw2OkSfAzsAqLwYGQZAU+1tbWLO4KU9ETTaSy0Ekmk3r66ad12223qa+vz5jLhUJBhw8fVqFQ0JkzZ3TgwAFFIhHzCiB7YCnitfNMeMmFQrn1HB2wJFlzDZjp8XjcSHjEhBKJhG06LGtf0IXDwnMsLy+bgk0kErrnxYYr09PThhRw4PBQEaYUTcBwglsgybx4L6hoscg9essX9vvY2NhLCiTQExvWPLFoBGYsFrMUK1AB1h3DJhaLGZEH72xra0uDg4MqFAo6e/aszp07p3e84x0KhUJaW1szQ6+2ttbKlSIgWKOFhQW1tLSYwHk16g7/KA/OHgYY80WaIwoKxSJte8LewPZ/Q+AinDFO8Zyk7RxeH3PmfvguyGYY7N5oIEzj4V1isAj4ajjds7A9dO47ghEnBQL3zYuqO0VhQHjHoRqGBvZFLjQ0NCiVSunSpUtaX1+3UIOPPXNPGJvwTJC1PuMEJUpYwqeuVrPEaZna1tZmkLknczU1Nam5udnOJJA0a8e8Ei8nvBgIBOzeMGCQ5awhjk1PT48hbhh+Xmn7uQUpJbXQGw1XGuZ6UylsGIdsDpQvsR+qjPl0BWAmYhYIdw93SLIUn2KxqEgkong8bl4wg43oYymlUkkLCwsaHR216mL+O/bt26fTp0/rwoULOnjwoDERqUiGV11bW2uWoCfWABvjRba1temaa64xzxIPhfSvQqHcVScajZqggaiB5+0NFQ41goJqarChn3zySYN8iQEXCgVNTk4aIYc89lQqpV27dhlJhNQWqoFRyCabzWp6elo7duywpgLem0in08bYlSqrsoXDYSMccljxolpaWiTJ4nB8lnXL5XKWXsNroB2hUEidnZ168sknlc/nNT09bWln7DdgfRrPIOyYP4/OsC5Xx+WHVzCwdiFPFQqFis5PzOPlmNWcRcJFwJ0oMRjF7FuP4FxOYEuVLSe9oelRIM4Q98DZ87wH3ouhwTNDHmtublY0GrVzjuyCg0GXK+7lch6eNwZQdOzLlpYWe/5kMqnx8XEtLS2ZrGBuIbzC2iafGweAqmTe0/ehBc4eRjJKnbklNEHHPi9/eF2SFXlBSfrn9saIj5NzHbJxqvkKy8vLlv/uZQx6gesxtyAcwWDwJfKfdbqS8aZS2JLMk8PiymQyOnPmjHWw8jGuYrFoQt/HQoBFvaUFdOwXDQ+LxfVWul+4fD6vS5cuaWBgQLFYzAQDVvHdd9+tBx98UENDQ9q/f78k2QbDOuzq6tLU1JRZ6KACoArE9RoaGrRv3z6NjY3pxIkTttmITUEiaWxstM1KAxJgZOaFZ+RgDw4Oav/+/Va9q7m5WbfeeqtOnTplrPRSqaShoSGDgw8ePKjh4WHt3btXt99+uxXAwMKnqlNLS4tSqZTlXKZSKROsDBQ8kDlsYaznra1yz1wUM0IbZAAliTftvS6IOJDmSJlhLSSZwAqFQpqbm1NfX5+1/WS9fWGFhoYGdXV1WV77+fPnLWwAsedHYcCZSKfT6u/vV09Pj4aGhpROpyWVveSuri4tLCxYTDUajWrfvn0mjKsHqBJKVpKFW6LRqHlckiq8Id7Pmvmqf6wziIqHvauZ4V6oe8OK+6pmlOMpQ6z00Ls3PlBsHnb3cVAfU/X704eqyKZYXV1Va2urIpGI7VW8R7x/76l6tIB7y2QyWlpasjAXTgnnYWVlxUJzOC2lUknXXXedGhoadPHiRTMgMCi4tlTZFQ3ynp93H/rAkGFdgeILhe2yrR7l4B59Jg9zxnySloqzxnewDzyXBy+Z9cT489wASGuEK5BDnv1/JeMNrbB/5md+Rt/61rf0zne+U1/+8pf1nve8R08//bTl2T344IN697vfrfr6ejukTzzxRAWk4kcgENDy8rKx9QKBgEZHRzUyMmLMcZQRHq6HgIlTAGlCWguHw5bryWaEuSjJcomrFYC30Ofm5vTkk0+qWCxq9+7dZhS0tbVp7969KpVKeuqpp4zVWFNTYwVXEECdnZ1aXl42bwN4CMLD3NycYrGYwuGwbr/9dkubqqur0/DwsLUmveaaa3To0CENDQ0pECgXZQkEAhaXDofDZjlygJubm9Xf32+xqEAgoEuXLmlyctLgITorQbiiJOuOHTv0S7/0SxocHNRjjz1mHitz5vt+5/N5RaNRzc/P6/HHH1dtba3uuOMOE4TkxGLBA4tzvxAHCRVwuIHV1tbWlEqlLH5XbWghpAhbAP2xpt3d3WYYkfbC+hDPBIpNJBLasWOHdSED3vVe34/CWF1d1bPPPqtgMKjbb79dHR0d+sM//EPt2bNHsVhMCwsLikajeuihh3TbbbdZF7P29nYr03q54VNm4JbU1dVV9Eb2ig5lhfKA10B8FSO82hBEwFeToxDEXrkgwD1REsWBMka44wX664H8sZ+QO1zfk0PZTyA2xILxUv2+Zf9hkPrWnMg8Hybo6OjQ+vq6ksmkFhYWNDs7q7m5OZsHXzObNDi4GHv37lVfX5+eeeYZjYyMWMU1XzKV7yoWi2pvbzduDSFL7hmliiyVVNG3gblmDn0cmXVHbpNNwPMi3zmj1SVa/f8Mb7CxXih4Kp6hrDnLGBgecXml4w2tsG+44QZ99atfNWF75MgR7dq1S7fffrt+7ud+zjzkn//5n9fnPve573k9NiwLTKwTuNfT8IFHotGoWU5MODWtNzc3tbi4aLl/vuweHptUtvxzuVxF7MvfE1bxpUuXlM1mFQwGNTAwYDnXm5ub2rdvn9ra2nTy5EnzfH0zAOqbx+NxqzLE80gygba0tKTu7m41Njbqxhtv1HPPPafFxUVFIhEtLy8rmUzq+PHj9sywz306STAYNE+eg0WVt4aGBj3//PP68z//c124cEFTU1MKh8Pq7OysKOZAK8m+vj598IMf1KFDh4zF3dDQUJGDTihia2tL8XhcLS0tSqfT+tKXvqS6unKzkBtvvNHIQcD2Ph6Hl8TBriYZsf5Y7Qh8D7dygKempnTttddaPDqZTGpwcNBip5ubm8YKX1xctAOPlU2sr6enR9Fo1Kx4UnPi8biWlpaumFH6RhmhUEh33HGHwuGwfvInf1K5XE4f+MAH9JGPfERPPPGETp48qTvvvFPPP/+8fv7nf15tbW0aHh42WPr7GdRGoEsTRjd7gIYWCGq8PUkWWoLXsbGxYcIWYV4dX0ZmeKVYrSB5HwoEIipKBO8+EonYd6GIiaESRkJ2ocRR9PF43PoLoBQJVUllD3pubk7z8/MVUC78FUkWYsOYpZZALpdTMpnUmTNnrGdBIpFQS0uL8Qaam5stx3xzc1N79+7Vnj17dPz4cT355JOqqamxEry+ABSeMEYMrWej0ag6OjrMc/comLRtJDFP3mv3spV58/A5a8NnCZlgTPE572kj63CAyDxgvTCuySKCA8M1MJ7YN1dqhL+hFfYnP/lJffazn7Xf/+W//JeSpC9+8YsV73vsscf0D/7BP1B9fb1++7d/+2Wvx+HHwrxw4YJSqZR5hVhbbJJ4PG6VxRh4k0BEHMbl5WWz3n18DAsRheFjX9J25ycOYjKZ1DPPPGM5mNlsVo2NjUomk9q3b5/m5+c1MzOjpqYmI4jV1tZagQKMDAoQwFil3GVDQ4P6+/s1Pz+vt771rWpoaNCTTz5ZAe2MjIxoZGREO3futLzz7u5u3XzzzfY7tbKBw7GiJyYm9Nxzz+mBBx5QTU2NIpGI5ufnrVY2VYdWVlbU19enu+++W+94xzt04cIFPffccyoWi4pGo1bSM5lMWpwKmAvi2ObmphYWFvTcc8/ppptuUjgcNoYrVrW3lDlMVDfi4BI2IPebGDJzu7S0ZLE9PHOMtsXFRSudWiqV1NPTo7GxMUnb7Vk90UkqC3FKyRIbk2SCkBjlyyFFf9UGqX9nz5414djR0aFHHnlEX/jCF7Rjxw5779jYmO677z6dOXNGR44csVCTVEaqpqamlEqlzFgF8cCIZZ/j9aBIUWCcWYSoV1qcQVj6PtaNsc4Z8p61tK2wvRdMqhEyAMXj4eCtrS0ra8o+pdARHjAGJ98Jq5vzBWmNa3r42ZNmKYCCh+zb+oIoSdttdSF3StKuXbu0f/9+8yyZO192Nx6Pq7u7W3Nzczp27JjW19fV19dnKVieNc08lUqlinrvvuMZXdBYSwbGOPNMT/NqJ8KTWz0Bldc9F0na7nHN34nDcw4pgONT0rx3Dm8Ao8y/59VCy97QCvtyY2JiQv/8n/9zsxZra2t18OBBXbx4Ud/4xjeUTqf1+7//+/b+J554Qv/oH/0jSWWG5tramtLptEZGRixmyKJhuVXDZ0w6hzYcDpvQAAaZm5uz1Cy8NUgwKORq0oMXKsAzW1tbGh8f14MPPqi9e/fq0KFD2tzcVCgU0tLSkvbt22dQVDabNbZjOBxWJBJRIpFQTU25GP7IyEgFuYl7ikQi6urqsg5W6XRaTz/9tAkmhN7IyIgxq7PZrHbu3Kmenh7V1taagg4Gg+rv71cwGNTx48c1Pz9fwSxPp9MmWLFoV1ZW9Mu//Mv6sR/7MYtZT0xMKJvNqquryzoRkXvuST/Nzc0mYGCPnjhxQuPj49q/f7/Vkyauh3Xs43bMBzEvDhj11nO5nAlBiHxeETQ0NGh6elqxWMwgWfbi4OCgSqWSRkdHVSwWLffaQ7GkyJAmx2GmDjKG44/SgBcA7Dw7O6sHHnhAFy9e1Ic//GENDg7qlltu0T333GMEpMHBQTU1NWliYkJSuSLVxsaGduzYYcqMkqBSuW4+CspDoeTEYsix9njBwMC+gQiKlT3kPbNqb656rTAU+Q7kBvF4D6/j3ReLRSu3KclQOp+ZQpgEngNIoL8XD7t6NAf2Nt4fhUZ8XQIfRhofH9fs7Kzq6+vV2dlpobRkMmkEU2Td4OCgjhw5okwmo5mZGeME7dixQ4lEQnV1dZaDzDz6/goYKXCLgNkJw/luWewf4G3u2TfYYKBcKR0MYiHJvF/kPkVpqHhWzR1AjrHWPg0M2NvH0vkOb3j7z7/S8VdKYY+Ojuqmm25SsVjU5z//ed100016/PHHFY/HtbW1pTvuuEPnz5+v+MzRo0f10EMPqVQq6Y477pBUTmuanZ21/F+suVwuZxYqpCuo/9SyJjaBRczmTSaTyuVyxlrmsJLL7Qs4eHiEDQHBgbSUoaEhSdKOHTsMIp6dndX+/ft13XXX6eLFixWkpFQqpVgspng8bnHncDiskZER28zZbFYjIyOan5/Xvn37rLUnLPH777/fLFwERqFQUC6X0+LiosWjPLmHphpzc3OmzOrr63Xw4EGtra1pamrKLNtQKKSNjQ194hOf0E//9E9b+0nY321tbYpGo8Yor62tVVtbm1KplKTtbjrEKElzu3jxoo4fP66enh5lMhkrWOPz6LG0IZYhNDxkxsFCkFen5/lGHeSwNjU1VTCJJyYm1NbWplOnTmlra8uMqnA4XCHwKeogyRQI5KtcLlfxvH/VR6lUqijbuby8rAceeEBDQ0P6tV/7Nf3CL/yCnnrqKY2Pj+uhhx7SM888o+HhYb3tbW9Td3e3KeyBgQH9+I//uFpaWvT0008b2lIqldTZ2aloNFohED1qhGKDjQ+bGu4AYRBe89XEgKIxElAW1UxjTxbDwEchtbW1GXztkbGGhgYlk0lJlT2jUUr5fN4MUC/wIZ0uLi6avJFkxmAwGDRDBmNX2lbi3DchKvY4XbpWVlYUi8WsrzQENJQk3v6uXbt05MgRzc3N6eTJk8pms4Y+xWIxU8TIS88R8gx+fq+trVU6nbYzTrYHiMPm5qYZC8wvz+fZ4Z6Mx7wwZ6ANhPckmcHu03VxvKTtanJclzodIDGlUqmCuIYix1isRtle6XhDK+wHHnhAq6urGh8f1x/8wR/o3/ybf6PFxUUdPXrU4NCjR4/q9ttv19rammZnZ/Wrv/qrFddA+fKzt6B9LELarkmMooWeT0UsSVpYWND4+LgCgYClVOCRwXKlNR/xKyr+AFFx2KvhWqxHSSZkSClg0WFk0ohiYWFBXV1dam5utspDCIxrrrlGknT+/Hn7jqGhIT366KPq7e1VbW2tduzYofb2dt1+++3a2trSn/3Zn9l8AQ01NzdrY2ND6XRaY2NjJiACgYAhDZ2dnaqvr7favS+88IJGRkZeQrj5qZ/6KX3sYx8zy5P5hQkOC53v8DE8BCoxuMHBQc3NzWltbU3Hjx/XW97yFl28eFEzMzPWfg/vmrKrxKQ8PMe9se7kq1PhjQPIwaQsYjAYtDh/dacfKrQRu2NNJVU0D2BtEYA9PT2anJxUNpv9kYHEMdy6urqUTqd14sQJ1dTU6GMf+5huv/12fe1rX9OxY8f0wgsvqLOz0zgCN998s0ZHR+06NTU1unTpkmZnZzU8PKx3vvOdthe8scWZQqES4kAAe/QL1MaTNz2szbVQLD5shuLzwtj/8zFuhDdKBE+fOtns+2KxaLXmMXT8fmVPcV3SqeBOYORls1nNz89bMZVqJjhOA/wZYOV0Oq26ujoLSdXV1SmdTmt+ft6ck62tcinmWCymgwcPan5+Xs8995zxLvDqa2trLXToIWvQKA9rc0/wB0hbo4obaBQxdp7F8wUwdDivICyefwS6xvt9TJxBMxEGHBNQl+r1llQh05FXkkze+Ge8kvGGVtg1NTX6D//hP9jvn/rUpyr+Xltbq//23/6bTcKv/uqv6m/+zb/5Xa/pyQscAB+XYVFJb4J1KckKBwCFkzriNyBEo66uLmOS4wVgbUvbC/dyCwihDisZyHxqasqaShBLX1pasraMHEygZHrRjo2N2SY6ceKEDh8+rFtuucUEXjAY1Pve9z6tra3p6aefNkRBkhUUgASEIEkmk9YDltzraDSqkZER5fN5S8GKRqPas2ePDh8+rJ/92Z+tYMlTcCEej1tpTtYDb6O2ttaafuDdBAIBtbe321wR23/hhRdsTau7G12O9MfcYuhQUIWUI4QPQhZyCnyDcDis2dlZE1SkzwDbY81XCyufIsJ+BBoEir/Sw/1GGXV1dbr99tt16623au/evero6NA999xjBubi4qKam5t13XXX6dZbb1U+n1dbW5uWlpb03HPPfddrI3A9fM3vrAHCFhbz5uamNYGBLAknggpfGGfcv2ftX45AhBKv9qDYq/7eMMzX19c1OztrPBM8UZR1Pp8375HnhEvBPXDNSCRiRFP2PwWRMBB9VUbvbWKkkGFCh61sNquFhQXNzc1ZmLCpqUnxeFzt7e3q6+vT2tqaXnjhBZMD/vmRG3wW40naJndxJlG2lJSFZySVETXCCXjSGxsbhgr4c8LPIFmNjY0qFotaXFw06JowA/uHeUTOI6953a8lCpln5d69bPFGHoZWoVCoSPd7peMNrbDvvffe7/mej370oz/wdasPOYfIsw2xuD2M99xzz2lkZMQ2eHUcw1t8Pi5G/iKb0h+cy0EkEEs4ZGywaDSqBx98UBMTE7r55pst33l2dlbXXHONQc4cEOLV1157rUKhkIaGhuyax48f1549e9Te3m4H4JZbbtGuXbv0mc98RseOHTNLFysxmUxamz8UdjKZ1C233GItL8fGxnT69Glls1nV19drdXVV1157rTo6OvT2t7/dPHDm2rfsa2lpsY2OogZOvHjxohYXFysKNvT19amrq8uamTz55JOanp42cpg3ojY2NqzJCvAsxhlCBMYr6AjpJqwRAhrhvbi4aP142UcQgkBgotGohQ/wjHy1I66N0IYfMDMzY57DX/VBTv3k5KRmZmbs9YsXL9rPKMu//Mu/rIBrQbaqRzWB04c2vHeDcQTUzV4nBSwWi5mRiwxAyIIwsY+9J8be8srCQ+QMb6RjhLLOmUxG2WxWu3btUigUstoCFCqiEx9yA6MShc/PkKEwJpkbyJ2EnLgO5w+FyrODLvX39yuVSln4bH193UqdQsZCxg0NDWlhYcHmgS5XkgyV4mdkI9A71+Pe4NlIZXLg6uqqlTwm4wVD3xPegNr9GWIt+C6gdGlb6SNfkOe8BxIp+4e5hbeDUU6Ygn1QvR9Yc5AbZNKVjDe0wn61h4+lYfV6C1gqw6NAMJ6huLKyorGxMTvIbDi/GKurq8bIJrWI7/QWsmdKXs7i8laf7z8LrDcxMaHrrrvOPGAOoe8R7XM+g8GgDhw4oEQioRdeeEGpVEonTpxQIpHQu9/9busUlclk1NXVpY985CM6d+6campqDB4iPpNMJrW1taXm5mZls1nlcjlLwTp9+rSmpqY0NTWldDqt1dVVRaNRZTIZHT16VH19fQY18Vyrq6uampoyaFKSQZYeso7FYtZAxKfhRKNR8wCGhoa0vLysUqlkVeO6u7s1Njam5uZmxeNxs8oJVZDeAntWKgsdBBMNDUh1IVZdU1NT0X6PLAHgfeLrKBxvpLDfgDc9hEoI50clfs0AMfpeA2H4vYZXqvyMEpO24VFfaxwPCUOou7vb6vSj/DzhiNc9oQk5gTBnj1YjaH5g1OMp+9eDwaDl4W9sbFh3LhQiXqFXSnyO51lZWTHSlPf0fVoi8WgfEmCPsTdxVBYWFnTu3DmrUEboDx5OoVCw7nX0ducZPbeHZ/BKjPkBfQIxQ556EmhDQ4M6OjpMATMXGxsblhXDHJF9gnPBNTDeWCuMbdbPs/eRQaw5TgMEuJqaGjP0vLHgDRH2zOX2KnLnSsabSmGjAH2+tN8MEA8Q7EAfKJZisWjxIuKd0nYpSZ9OxCHyzEYUNvHPl4Np2fiwK7lfLN2amhqDYYPBoLq7u8079TnHeIpSecO2t7fr0KFDunTpkiYmJvTUU0+pp6dHe/bsUV9fn8WPrr/+ev36r/+6nn32WU1OTmpoaEjT09NGIEmlUmY8BINBPfjgg7p06ZJqaspsb48ibG5uKpVK6bbbbqs4fIFAwOB8jAHm2nvZrEtjY6N27NihdDptxB1akV64cMEOHc8KeYbPQizCoGptbTVvWJIJRQiMExMTZlRUC2EPj9IAZXZ2Vn19fXYgKSwxPz9vxDPPdCW2R8MUBK1nnF8dLz9QENUETs/uBR3iHGMgEwKBvCRVxiDx4ngN6BYCkY8He5TMo2wM//nq63NeUWx0dcPgJyecayOzMDoghmI0oiSBdFF6ePbILv6GEgFi5/rpdNoUlyQzeggddHd3q729XadPnzYFDeeGGDyf4frVzPrq+QoGy21lcXC8AvcKkzPc0tJin/VV0Lyxj+OFPGb9OV9+/yA3mW/S/EBnWOdMJmONo/zACLycEcfP/v9XOt5UCpsF9RV3WBQYwJFIpKL5OAeElDAsQwYWmD/cvrMU72dj+MPOJrycwsYaY7NgJLS3t6ulpUWTk5PWL/vo0aNKJBKWs5rJZGxT8oyQUnp6ehSPx9Xf36+xsTHNz8/be4nZb21t6eDBg6qtrVV/f7/27Nmjb3zjG5qenrZDksvlTMh4FiQCA3h+//79OnLkiA4cOGAKHEs4lUpZjrO38r2y9vPU1NSk9vZ2ra2tKZ/Pq6OjQ01NTRoeHtbZs2c1MzOjsbExJRIJhUIh9fb2qqWlRTfddFNFyUe6niFEAoGA2tra1N7ebsSo4eFhi6FBeEHwStvVlubn59XR0aH5+Xkj8mFsMZfeSERY+hSQasKSVE5J8dD51VE58Fo8IczPI/AoxhHeLd62R7H4nCdCoVAlVRiRXgh7KJR7qg5zcS58GpQ34klzlKS2tjZrlwsxFuXj4XhvEHNN5BDK33MlCoWCFhcXzbisjrd7Q0Aq7/eWlhYrdYw8TCQS2rlzpxKJhFKplLXNlGTePAVE2Lt+zvgnyYwp5oPYMk4VBgUxbRj0ra2tBlGzpqVSyc4YZxQuCHOF8eLJo548xl7wcD5QPHMEtM68Vht2PoznjQOej/dfyXhTSQQUsLS9karJCyhjvKtIJGJQMJ8HNudQc3iAromBoLxQZMA1fpMAl0uVVXw6Ozvtu/EOsFyJr3DNdDqtaDSq1tZW7d+/X8PDw0omkxZ/w2ucm5uzIhZ1dXXq7++XVGZFjo2NWQtNCpzEYjEtLS0pHo/rHe94h77xjW9obm5OhUK5R/T6+rrC4bASiYTq6+s1OztrqIIkvfOd79Sv/MqvqLOz06xkDhCbn/lubW1VqVQyr1jahs3q6uqsBng1vNbR0aFEIqF//a//taRy7Gt2dlZtbW2GApDKA3mMtfLwJyVgub99+/ZZKICiDtXcBVLegsGgOjs7K75PKhtOcCFoMegJUcTNMCaw8mkk4jssXR0vHcwZZ+ZyBENfQMjvPYpfeAXqFZlXvBjiXuD6bA7G5bwnjG28ZU+alLYrclF3YHl52YrtEDdGeXMegGZ9fNYrBJ6tpmabBAmhC4XFGfVkPZjZ9fXltpg+lamzs1M33nijgsGgLl26pOnp6ZcQIzGE8a45I9UoFQqM+/fk062t7UIyFELyIUFa45IK5+Pa3jBA3tDKl3MHAYz7rUbP/Pr6OhyEsTyxDBnsv9c7YD48g44hpPJKx5tKYUuVRQuwcllsmIwcXnI0yb/GguSft9LZnMA/FArgQABZoTD4Tr9hPIkmEAhYOgLCYXNz00oMNjc3m/U3OjpqFmUkEtGNN96oyclJ88i7u7sNWiJViUIixKe2trZMqVABiSYXExMTGhwc1Hve8x498MADmpyctPhtY2OjOjo6NDU1pfHxcSPL3XbbbfrlX/5lJRIJlUol+z7iRHgEVBJCCSKYsOpRrnymmmQUCAR0zTXX6P3vf7+SyaTm5+c1MTGhzs5OW+9AIGBw3eVQjWAwaMq0WCxa/mh9fb3F5+fn5zU4OGhFUPL5/EsKcqAI1tbWzLi4HCnKH3qEiN8HgUDAYnJXx8sP9oOPD3rB6eFoXqekJl4agtR7a1Klt4wRyrqBWHklIb0UEvdQORWwOjo6jMRGJof30DEuisWiwbh1dXWmSD3pycPJW1vlfgEoGQxFZBgK2d9TNUsbIzafzyudTpsXHAwGdfDgQQUCAT311FNWHKl6XpCLyDcUHPftU+aIpXsCrp8DDBLmoL293WQE8+MRFemlGTcrKyvK5XJ2Jjc2NizltlAoGBudz3LfhD8kVSh4ry88oY618GteHS5B4SOzX+l40ylsrD1gEr9IfuNgzZGHODs7q1KpZCX9qg+mJ5JJqjh4fC/53BwWaTt2Um3ZQ2Ii5opBMDw8bDniwFubm5u6dOmSMpmMVldXdeTIEe3bt8/IYcTtaEdJOUcIJTU1NVYlDQ8RxQV0m8lkLB3n2LFjmpmZUT6fVzKZVHt7u8XHcrmcQqGQ9u3bZwYH3y9tl2IF9kLA8DdKkNJ4A4GFIOH+EBQo0J07d1oTl2AwaEQ6itZIlelb0jaDd2trq6IDG8q2rq7OGlGsrKwoEolYTilojE8B4Rk3NzcVi8UqFLbfLx6Sq87z5r2Xs/6vju3hCV5eCSHIPYLiUzmpmUBMV1JFjNLDm9678kU+MMqBsr3CrlbW7H2MRa5VKJRrU1fvHd5TKBSUSqXMewbNkmTOAIpcUgUBEuOcTBXistQE8HFWHzooFouW1obBHAwGLUf8/Pnzmpubk1RJmOX5PGrpjRmfVubXCe+ZfY8c5TNUC4SsShWyy4VDeBZkKcYC8h50o6WlxbziYDBoYU7OO9A79+XXzCMo1XtP2u5yVv0694ZxeSXjTamw/WFHeQNbAcECYywuLur8+fPWAIPYIpvGLwxCgsPkIVQszep4TnW8g39YYzRQb2tr08TEhGZnZ636DyUcJdnhf/jhh3XhwgXdeuutOnToUAXjNBQKaWBgwIQBUDqV3KhwRicf+no3NTVpcnJSw8PD2r17t+rr63Xq1CmdO3dOS0tL1tAez4EqcShvngfhQWqNh+c4qN5r8qQYGNcQ/JhLLOFEImHdhID1fRvVjY0Ng/eq5504s/fM2Au0wEQBE8vyDG+IbewLj9qwL9gDGAU+Laha+Pj9eXV89+Fj1pLsvHlvUiobURQTaWhoMJYxBpgffv792WRt+V6fH80/v+5cy6NkPueZZhLSdtnKauIhxmQ+n1c2m7X9Xg0p+7g9oYB8Pm9erCeJsj89IlBbW1vhxHAv5LFDouUZfNyXOUduerY988Rz8FwYST7O7o0cjCvkSjabtdxtlB6wd7VnzXUwspA9yGTkmzfq+CdVNgSSKivmcf8YPdWK2T+Df63aA3+l43sq7EAg8AeS3itpvlQqXffia/9C0sclLbz4tn9WKpX+/MW//VNJf0dSUdLfL5VK37qiO3wVh4dQgGQlWT5mJBIxIbyxsaFcLqennnpK586dM6iYjfy9lC0esbf6fLzFbwK/ETycRC7ihQsX1N/fr1OnTikcDhuzGquRmBCdrkZHRzU/P6+nnnpKd911l6655hrrLsbGoQ425UA9SoAXGwwGTZmz8aemptTX12dW94kTJzQ3N2ddxlpbW9Xb26ve3l7Lq+RQA2vDwPQhCNbHox6+NKj3nphPlJwvpgB8PjMzY4UkCoWCNZzw3yW9NCyCEOzt7dXi4qJWVlYM5cAQA9UIBLbzruEF0MHIKwEQAwSpJ60w75457PfC1fHyw59FD8viidI8olgsN3eZmZlRMBhUX1+fVajzVakYXrj61EwPk1YrZRSH9zy9EcG95vN5a4RDRgqcFF8Wk4FSQvniAVbDzn4veY4IcwJJS5LFrPGmMfpXV1cNXcAYjkQi6ujosFa4fKe0nVmB/OGevALlesjD6ut7uJzzx3cQlqOngEcCQB+rjS3/fcw9/BXPKVpbW9P6+nqF8exJnl42V5PFPErL2b0c4uOVtr+/Kxnfj4f9eUn/SdL/qHr9s6VS6d/6FwKBwDWSfkbStZJ6JH07EAjsK5VKb4g+gd4a85V3YAhjlTKmp6d18eJF1dTUWCyWOMrlDjmQK/ESFAWKhAPivTkOv4+zcWjZnA899JBBzO3t7VpaWtLi4qJtWN/pBg9UKpckJb3p1ltvVXt7u0E2HEYsYLxrDiCCAq+ZJidAzA0NDdqzZ4+Gh4dNudbW1mr37t267bbbdM8991TUXObA4p1yfZ4RQ8eHFhBsEFEikUhFjjKWvSTNzs5qZWXF4sd4JP67fc1k78FIspgihghGjFfktbW1VlgFJY1A4LBiCFLooVQqGRHHe9QICh/nYh8xrvRwX278KBng3jviDGEY0QHKr+/W1paxnFFYUmW4gutWcw98bLYanfPhtGrj3a+vh+Qp5cvfmpubK9pWehng88kJ6XjjgH0EQZK/eXgfL9eHqOilQLomtQiampoUDoetjgHFf6hb7sNYpF+hZH0I0M8jDG7mwSvr6v1fejH85ZEn4s++6QeK3kPRDGQtn4cMXM3W9mEo/vcxa+bPNxbxoQBQCOS3D4H5fXU5RPaVjO+psEul0iOBQGDw+7ze+yR9uVQqrUsaCQQCFyXdKumJV36Lr97w8SMmlJq4/hCgADOZjIrFogYGBmwTeXiD4b1TWtjBCC+VSpYryWK+nJcOnMVBQ5HOz88rGAzqzjvvVLFY1O7du5XP53XgwAHV1tbqqaee0uzsrFnIeOaBQECTk5PGLu/o6LB4M6Qq4CY8CB8f4h7w3v1zbG2Vc5YPHjyosbExM3yIn6OgPCOUQw3hxM8DBwfICmEIqQsF74WfT7FYWFiwxiyUm6yG7TBAaNJSX19vrHQ8dB+nbG5uVqFQsNQz7z1QPpJ7wUOAWOgNEQ+vMSfVcFz1qIb5XsXxef0IGeAIVEmmSKhd4EMMW1vlvtO9vb3mcfvrVAtX/sco9CELH6v233E5w4u95aHmpqYmK71aLJbr0Pf19VnXP+BfIORqRQCpFU4HniHn83KKQ6pUQNybN5oh4sEtgZC6sLCgZDJp9e09OsXeJpsFw9YjBaAYPjRIKKCau1NTU2MNkAKBQEU+OM/qyWyE+3A4ULbSdt13n9LnkbpAIFCR4usVKuvlw58e+QJ1YQ/46/r1Z7xaxveVxLD/XiAQ+KikZyT9P6VSaVFSr6Rj7j2TL772khEIBH5R0i9K5S48lxs+NoNi8w+OkPebo9rSqh7An4VCwfL68FSJtwLDEjPt7e3V6OhoBQnKCwtPGIKEROs/NnN17jbPVQ2j8dxYdUA/nriye/duNTQ06MCBA2YFnzp1ShcuXLDvpwgKpAq8vJaWFqvN29DQYC3wIOKgpKrJUAgFnxva3t6uo0ePan5+Xpubm1b04XLxHZ4PMgyK2MNkvugLsTaawkciETOCqvaRHVRKMBaLRSusACrg551naGlpMS+8ubnZvHeEXWtrq3K5XAUznLgja8LeQYhUZwJQKtHH9fyBv5wByHgtPOzXwwBfX1/X6OiolpeXlUgk1NnZab9LZUUzODioQqFg1QQjkYgGBwcrmjD4UR0ugHsC1Fnt8VIzoLa21kp+ek/xchC3z+nl7PE+lIAnJ3GdakjdfweKhq53kow3ks1mzVjF4GR/o7x9zQJv2MN25t45T9Uy05PpMEjw4vFC6U1QU1NOH1tZWalAjPzZriZmVRugnO1qVAw54OfLfw7kDHnkEUje6+fBhy4CgYBxjTzZ1Rep4bOeR+PluH+dEKdHQn06F+/3sunlzu7LnfXvd7xShf05Sf9KUunF//+dpJ//QS5QKpV+T9LvSdKRI0cu+3Qf/OAH9Y1vfEPvfve79cd//Md6xzveoaeeekq7d++WJH35y1/WhQsX9KEPfUhSudjEs88+q507d77cd5owrqmpscIbfrIpg0kt3Y2NDVNI3kquhku9Audg+VQGD5l6qNhvaJSFRwLwmmmdCUQ8NzenlpYWNTU16aabblIikdDNN9+sxcVFy1FE2FBAoKWlpSIXVSpDhel0Wl1dXerq6qogamEVV8daYWuurq5qZGTE0kw6OjrU2NioVCqlrq4uY5v72HhNTY11/OHAVCsyUuCw9imegHDiMPiYU39/vzFAl5aWFIvFDB5F0fs64sDfCPeWlpaKWuO1tbXq7Oy0tqkQbzjECCrv+XPoEbDAhT48wjzghQPzVY8rZZO+gvGqGeCU+2Ssrq7qiSfKOn7fvn2KxWL64he/qO7ubt12222KRCJqa2vTF77wBQ0PD2vnzp2Kx+Pq6+t7iefK8LAvGRjFYrECBmdPLS0tKZvNGuSMEeuFs1ds/ox7Yhb/ONd8hxfC7A1PpERWeHjWp5PRQpNRKpUUjUYVj8dNbpBiBQeEoh7wPICAMYQxeFFgfk58PJl7qKmpsRzwpqYm67a1tLRk+57PVsP8HiHzxgvPgsHv5S/f65Ukc1VbW65/QbyZDoV83nOA/Oekba+fM+UNZYo8FYtFK3yEfKse3AdyDyeGWDjy2qMNHnHgGv56r8Z4RQq7VCrN8XMgEPhvkr724q9TkvrdW/tefO0Vjbvvvlvf+MY3zENaX19XPB7XiRMnJJWhlsOHD2vnzp26/fbb9Ud/9Ef66Ec/qkcfffTl7tviycSDiav64iQ1NTUaGRlROp1WU1OTNZ1gE7BpYWhK24ccqxYLnvZ3fL+kCpjFw1ne+2dz9Pb2mlcXi8V09uxZSdLk5KSkcgvI3t5ey7+mohmsTTYbMSHgchRIsVguRdjY2Gi9tIPBoObm5oxZjsLnnjkEMzMzyuVy2r9/v+bn59Xa2moxe/pze2veGzceYvTCkTkMhUIGmwFbsUYe4kKxdXV1qa2tTfl83kIITU1NSqfT9l14v9I20xX2KB4GlnhNTbnpCOgK1+H9rDmC0ffoDYVCVmgnGAzanvNQYbWSqB7V5J3XeLyqBnhPT0/FQzU2Nuotb3mL2tra9KEPfUizs7Nqbm7WRz/6Ub3nPe/RmTNndOrUKaVSKX3yk5/UO97xDv3FX/yFOjo6FA6Hdfr06ct9n+1VPGVqJUjb8On6+rrVxI7FYpJkSJoX9F4R+H0qyRQaHBW/p71y53tR8vyOQdHW1mbfVVtba0qac1kqlawYiUfzKDtMbBvyGd8JeiapApVj/6ysrFjoh1CYN5B5Nnpgh8Nhk3WQ13ydbo9ueK/bGwbVSAPzxf7HsPAQO+8LvBgepI7/5uamtcsFvfLX9qQvvz4gXzwj59Y7UN7o98/E65zh1dVV4xJsbW1V9GrwaANOhofm/Ty9Lh52IBDoLpVKtN35KUnPv/jzn0r6YiAQ+P9UjnntlfTUK725X/u1X7MKVoxkMqmf//myLKHd5o/92I/pc5/7nB555JHveU3IWTR5R+l6K7FYLGp5eVmRSMRIGb7hPHFuqZJ4wMKVSiWz4hEoWJR439UxJt6LIh0cHNTg4KAGBgaMTMWGbGxs1MbGhiYnJ3X27Fm1t7erv79fuVxOPT096u3ttcYWVGTjsEOuwhNhc/qY7/r6us6fP2+x3lgspoGBATU3N9sGzmQyBsGTz93Z2WlKLZlMqqenR01NTRVxH2/R+1ianw8GG9x3ufJKFwOHdY3H45qenq7Icee7vLeP0mXdt7a2KprPIwDq6urU09OjQ4cO6fHHH7dYPp9B4AcCAXV1ddnv9Cv3HjieN4KNeGM1tMvwSMJrPV5rA5xQzIULFypYvSMjI/rsZz+rJ598Ut3d3YrFYvqxH/sxFYtFPfbYY/q5n/s57dy50xQ27R4XFhaMZ8I6+binD+Ewh/R39vHLaniV1/zr3ovHI/Pr6D1ovq+asNbS0mLV/paXl62NJumk7FdfqIRa83V1dUomk3ZOOUte0fh7p2KaJPsOznpLS4s1tfFw/dbWlmWe0NSno6PDFB6oFM/k92w1VOznnN89kuYVu5cHDOaTswEfiFi2V9A4Nqy5N75Iu+T7GD5e7V+vDuER8mL4ioTcO98Pmsr6XM7Q9ujNlYzvJ63rS5LukdQeCAQmJf3/JN0TCARuUNkiH5X0Sy/e1AuBQOAPJZ2RVJD0q6VXkaBCLOl//a//pc3NTf3yL//y9/zMY489pk984hOSZEXtm5qaTKh6CAVv1Odjo9TpvsR9SLJ4CIsHA5y/1dTUWPF5rs2CenjHK3s8NJplcKDHx8dVU1MucLK6uqpsNlvh7eZyOc3MzOjAgQOWC93c3KxoNKq2tjYrBkIqycrKigKBQMX9oaxaW1vV39+vzc1Ng9GpvNXV1aWRkRFNTk4qm81aveGDBw9aShOxpIWFBbW0tBjBS9o2hoAFEbrVcTniTD4Wh6Kj9CuDez5w4IBOnDhhhDg8FOKXxOFQxKzd1la5SpSvFc96NDY26vDhw5qbm9P09LRVPsMwQSgDX3I9DEGUxMrKikFyNTXlAjEeOq62vH0o4bUePwwDfGVlxVqG1tfXa//+/dq7d69V59qxY4f+8A//UMViUePj42YM+pFKpbSwsKBIJGJtF6kWRlimWpl5IY+A9cpF2lYovO5hTq6Jwcjrl/MMq+PheNLkfCeTSWt4w/4mfRTDHjSOkAm54h6ZQjZJlXUl8JxBDPk7xFoQL+YBwwHGPERRrkM/bhQtipnnxEv2sDZ/53fvNVfD8swR59R7qyABS0tL6u7uVigUUi6Xs8+xnihrCl1xPa9I+R6MGuaAZ8aY9mHLYDBoBWqIY/u0Pu+58zneB3JQ/Zy8/0rG98MS/9nLvPzfv8v7f0vSb13JTb3c+J3f+R3t379fX/nKV/SRj3zEXp+bm9NTTz31kgMuSXfccYeeeeYZSdINN9xQAVt7OMdbnsPDw0qlUgZz4iHTMAIGpySrdvXis1ewU73w8JCM9zKqU3sQDhw0D5OjqNLptFKplDG3yYGemZnR7OyspqamtHfvXu3cuVOZTEb5fN5yp9lEPC8HHUSBzbpnzx4jupRKJeu9PTc3p+PHj6tYLFqKCoVYZmdnzZipra1VNps1mBySDQxYDhfGAMx1DgOHxTcS8KkVHtLiINCnOxaLqbOzU8vLy+aBURGKWHgkEqnIEacaE4fZx75ramp01113aWxszNrrsebRaLSC8EMclXXmYOMR+nKmHob17Qi9cfFqj9fDAPdQKIqnvb1dvb29On36tAKBgLq7u9XQ0KCLFy/qySefVCaTeUlssbe3V3fddZfa2tr07LPP2trDEfDxZoTw3NycVlZWFI/Hef6XKGs+6+ZI0rbC9crZkz95j1cG/hrcD/ICVjjVDvGkJRlhi4EnzZ4gLMXeZD7Zvz4nubotJ/cOigSiNDk5aUY1dQQIR3neCd4sSlTaNig8Asa9IGO8sqzey97jxjP1Xi7zls/ntX//fmPGS5WFTci5pw47njXOh+cb+P2Hp8y9MOcgb/6MIguqw1oYGTw73BVJRnZl/tknr7nCfj3Hn/zJn2hlZUWXLl3SZz/7Wf2n//Sf9PGPf1wvvPCCpPLC/Y2/8Tf0+c9/Xvfdd5/q6ur0G7/xGy+5jidEVKdYsRhYnKOjozp9+rTW19fN+4SEhJD3kC6etbQNj3NdadvaZtP4zct7q5s/rK2t6eLFi+rp6TE2ZV1dnRYWFozMlclkNDo6anAXZVQnJyeVTCa1vLysrq4u+xyCrampSaVS6SXFFzY3Ny1WjpWOd7+ysqKpqSl9/etf17e//W1ls1ljTEvlwzs3N6dLly4pGo2qvb3dGOB4khhKkUikopbyxsaGxR6j0aik7X7YND0gZ5M5BfbDeGJd8aa7u7sViUS0sLBgkDTFcRKJhJVlpdvQ5uamwuGwVVZiDjwLvLGxUddff72OHTumra0t80YQMuR/I2haWlq0vLxcQRrCSOJzpKv5ClHMZy6Xe0kc7NUYr4cBvra2ppGREYVCIU1PT+v48eN68skntba2pieffFL33nuvent7rQZ+qVTShz/8Yd1xxx2anZ2169TV1Wl8fFxPP/20hoaG1NXVpdra2pek10AqJBWpo6NDLS0tdh3OGjUBPKHKh8UuJ2A9CsTwRkK1l14oFIwj4gU67WFbWlqseArGv89nJpuhra1NKysrhu5wLU908ooI1I//fewbOTc0NKTW1lZrXIPS3traUjabrUDAvHIm/ICjg9NxOWgbw5PfMZAYhAE8wiZtdxALBAJmiFMoyocRA4FyfXiPXFAv3Mvi6vXhnpeXl03Oe6PDG2WgctUy38fmGdVENP7mK7tdyXhDK+yOjg59/vOft99/+7d/W5K0d+9evf/979eePXv0O7/zO3rve98rqWylvu9973vZ6wEBexiEhVhbW9Pp06c1MzNj3jSKtKamnGYBjI5ixrLHC/ZVk6ohEUa1pel/9zGj4eFhRSIR3XzzzWpqalI8HlcqlVJ/f7/279+vXbt2aXR0VGfOnDGrHbi8trZWe/bsMcEEjOzzKKlgBExGvIfiMZTva2tr0/Lysv7v//2/+tKXvmQpTpIstl9XV6dsNqvnnntOnZ2damtrMza5Z6Nz4FtaWszbgGSDgvYeExvex31hj3tyEXPc0tKi2tpyS9D29nal02lJ22x55ptCEclksiJ0kc1mjSTI9wKPr66uanBwUM8++6x1/wHeHxgYqFDEeNMYW+xNPBgPyfK7F1Q0P3gtFPbrMYLBoI4ePapbb71V1113ndrb23XXXXcpEonoJ37iJzQ4OKhoNKq+vj51dnbqAx/4gNXPP3ny5Euu50lEKC2EYalUUjabVTqdVrFYVH9/fwX5UVLFmjLHKJXLQedecF8uFlntGUsyBeP/zj2SmYJCZL8An7N3QHjwamno478PD7y6ahnPu76+bmgWxuvs7KxGRkYUjUZ1zTXXKBaLmRxkbnFS+IwvyOJL83qkAVnplTNzxtxWIxHsf4wU3su8NTQ0WPcub1Dx7ISeUJw4ZBhy3jjj+zBkILbxnLynvb3dmj5Ve8a+JrqXTf4ZUfreuwatBGV9peMNrbBvv/327+t9P/3TP/19vQ/yAovDZBcKBZ06dUrDw8PmEULyKpVKCofDam9vN/IX8DTvgdwhvbTgBRvWx0f8hmQDcl3eUygU9MwzzygajergwYPq7u62Fn3pdFqhUEgHDx6UJPX09Ki5uVmtra1mAdKijwNB9aKNjQ3Nzc1pbGxM09PT1s0rEokomUwa+QRLuKOjQ8PDw/r617+udDptCjIajZpyAkZPpVIaHR3Vvn37LBaXyWSMHYtAhX2eSCSs0Mza2pqWl5crDizWKh43hzqZTBo5hzmWZCTBRCKhjo4Ozc3NmXeDZxAOh614Bj2CWR+eGYSBUV9fr2QyqaamJu3bt0+PP/645X03NjbqhhtusIwDuiPhCSEcqiFw5swbJQgXqkr9qChsuA/Ly8t6+umn7fVUKiVJev75581I2djYUDablVSOey8uLl72mh6e9ASw1dVVJZNJBQLl/s0ofv75+CyolOeSYMhLly9+wf70Z5j/OcsofO6TvYUhyOB9NBEplUrWKc4boniQvv4+lchIH8TAxZmgOJFXpMiFiYkJNTc36/rrrzeiKN4wip37wQDgu1FGPJcnjGKU4m0DJ3tCllduoEycFR/H9umTKFzOEOmavuoi7TilbWMF4xyDwxtZ/tyxTjgj3d3ddpYxmLhvT0ytRmFYM++04QxSBvVHWmG/2oNUH09kgtA1NDRkTOl8Pm8bnPji1taWxUgkWf4jB95XyfJK53IxLv5vaGioqHHrDzmQ9dzcnDo7Oy3FRSrDacTXr732WoPTfGnS1tbWihzKcDhsccK+vj7Nz8+b1ToxMWH1eovFctEKSRobG9M3v/lNnT9/XrOzswqHw2bFswFJJ4FAc/bsWV133XU6cOCAWbDpdNoIVhhIfJamI2tra9awg0MAFE78OZlM6tKlS+btvuUtbzHPFjQkHo9bl7BIJGIpXsSnmpqa1Nvba+Q/QgaSDBZkfYDZqdH+3HPPaWNjQ3fccYeee+45zczMqKenR7t27VIwWK4ItbGxoUQiYbWPGQgInh1Fg7D0iEwymVQmk3kNTsDrNzAUv9fIZrOmsF9uVEPOXgEAi/b39yscDlf8HQUAadPzWdgfKAvWw59lr2yrkTL/fmk7HoqswYsDyoZs5r1U5gl0BQXsyYfeU2VPUTkMghrcEpDBhoYGZTIZM2DhqCQSiQro2XfBw5MkZOAVMXDw5dBEsii4T4yYavkH7I6xEo1GDTHxa4xzBfcF+cNaYpCBMDDPHoWpNp6QyalUSoVCQT09Peblkx46NDRkLT6reUqeo8RrKH9v7HG2aZxCbvuVjDedwmaz8f/KyopVMQMmYXNS8UwqM8yXlpbsfR4ChWHulbY/5B7qYdNgdaOcgeCJj3Z3d0uSJiYmLLYLU5tYKylmxGzwoOkh69tYYiEDV3uICVgIT3xtbU0nTpzQgw8+qPn5eSOG+LhfR0eHEomENjfLzeT5nkwmo8cff1zd3d1KJBJm1SO8WlpaKrwiDhWbG3Ym989crq+va3h4WNPT06qrq9Ps7Kzy+bzl1iJY2tvbVSwWDQ1AYNbU1Kinp0c9PT2mSAcHB9XU1KTz589rfHzcurFxwL3XXVNTo4sXLyqTyeiaa67R4OCgzp49qx07dkiSeWySTBkEAgGr1+xTQvAsfOofBsTGxoZmZ2cNdr86Lj+8xyNtEz5XVlYUjUatv7n3oEF4quOv0rYw50xLqjCm+A6Gj8v6v3mvku+nnkAmk6ngjXjljpdIuVGuReVCf179P1CuUqlkrXNra2utzGipVNLCwoK1qiRkFYvFbG/DLfFoFvNC0aJAIGCZJSCAhBS9l+kVOf9XZzug2OmACO+lsbHRDC4viyk5zNqwTlQnTKfTdvYkGasex8OTfPH8CccRLsG5aWtrsy6JVH9kvTA0/LnkZ88l8DwIEJRAYJsgdyXjTaWw/SEj9gOxqa2tzYQ7zTs8xIMyBVphIX0Tdp+ihEL3TFNvdXnvChiWa6JEo9Goent7tbCwYB7u4cOHFYvFtLKyooGBAc3MzNgGHRkZUaFQUDKZNDIXzxEIBLR3714lEgmD2CCGcb/BYFDZbFZnz55VOp3WwYMHFQqFNDU1ZQSp9vZ2S9Oqqys3ECEmR3nFQqGgRx99VM3NzTpw4ICVohwcHLRYDjnixMuBmNfW1jQ0NGQeAmzX+vp6pdNp1dbWKhqNKpFIWNyPOWtubtbg4GAFEQlvgdQhjB+gP3LLa2rKLHNY5AgHBBpzVl9fr9OnTyuZTKqxsVGdnZ3K5/NmcEF+QVj7tYZpSxoSzGUMCqksbGioUh1euToqh4e6CbXU19crHo8biuGrzLEvWBvmvJqhLVV68ZeDv1EafLdXWN6jg5Pi2dx4waBkQLsoO9A8YHCui/JHWdfV1VV07fPsZbxVkLsDBw6YwuB+Qbc4Q56Ex5mGNZ7JZCwU57MkfFEV1sDHeL1hirzzXIL29nbF43ELsWWzWfs7Raz4PDUYmEdSuXBQAoFyc5VUKqVIJGKNfJBxnEXWpVQqV5RDVtbU1FgeOo4QRjv377vt+dKqyG9PHC0Wy3UvyMC5XEXDH3S8qRS2VJkahKfT2NhocQbiSh52WlxctMnm8Htyh4/X+PgOo5powabxh5z3YTUvLS0Zc7pQKGhxcVFzc3PW37q+vtyMHU9icXFR4+PjRrSC3AUMDMFldnbWlBDX2tzcNAue6nGbm5s6e/aswcBA7t3d3XZIaZeJB9Hc3KyOjg7rAjY7O6tUKqW3v/3tamho0Be/+EUNDAzonnvukSTrme0JIzCk4RhwSBCqNErYv3+/sb09uQQBiUFByhjcBcg8xKjX1tY0NTVlh5Q4HgKew7q8vKxkMqlIJGL8hc7OTmMfE97wzHkEIwrCoyttbW2GrEgyYXn8+HFNTEyovb39qof9XUY1coUiQGhSRAXhjpDGG632hL3gxRPHc0SR+nPq78N7VdUeuWcKS7KwE/Ug8vm8xfLZd3xHKBSylr/+DDNWV1ctPEaddM4zcHYwGLS2sjMzMyoWixY2wkEAEeIequOwnH+qjSG/ZmZmrDdBsViuNZDP5408x7kJBrfLImPQeE4Pa0NpVJBNEFCcJO888Xdv1EgyDgRhNAwWziHribyD9xAOh5VIJFRfX6+FhYWKuD/3WM0IJ3xSKpUM0cDTZx5BDCKRiDkrVzLeVArbHzxIC8vLy9bEnoXB6oWFyIalrre0zTxGoSAILje8EPDerC/w4Ad/29zctFgm0Pnw8LByuZzm5+c1NTWlD3zgA+rt7VVzc7O6u7vV2tpqVmg8HrecXuLONTU1Zs0DJ01MTFiKE1AyXn0ikVBra6sdTEl2T8xRqVRSa2urIpGI0um0lpeX1dnZqR07dmhqakpf+cpXdOTIEY2NjenMmTPmmVKvvVAoGMw8PT2t5eXlilQRkA7Qg9HRUe3YsUNtbW06deqUhoaGtG/fvoqDjlHT1dVlnnR1iVgILb6Igl+zQqHcICabzWp+ft4Ex8LCgoLBoG644QbrM07MOhQKVXhUjOXlZas6B5zH+z1JZmRkxBT5VYX9vYeHbhHcPoSDMsbTIuyCMcg+k7blA2vhDe2Xi19Xe9u8Vn2P/tqeo8JeIY3KfwaGtKSKNEY812KxaGcZb5oe8CgbScaR6evr0759+9TZ2Wm1yMfHx00+4MD45wSKxsD3BNBCoWAFiqampiwmDLwOIhmJRCq62xFv5xn4znw+r9nZWWUyGcXjcauZ7gfICOfIs8uR33B46EvvY9eQhMlugXuDfINQ7MNiXlFjaOBQ8N2ENDxrXJJ1D+zo6LCY+JWMN5XClratoq2tLc3Pz2t2draiYYAnK1BFia5OwCFYbGwEDpCP/fhBzMSTMPiul7tH4uF8H9YZZUVra2t18uRJ5fN57du3zzbj4cOHjYS1tLRksSJSWAqFgubn5y3thVxVcpF9DvJHPvIR3XHHHWbdp1Ipfec731EqlTKBQ2wchRePx5VOp7WwsKC3vOUt2rlzp55//nmdOXPG5ur48eNaXFzU5OSkzccTTzyhcDisrq4udXd3G+TV2tpq1nChULBSqVjQ58+f12OPPaaxsTFjya+urpowDIfDxqiFpevXKRKJ6PDhw1pcXLRqdtXpJwj+zc1NpVIpraysmCEQj8c1Njam/v5+E8p4NljpGF6QAtvb2+11SDpra2uanJw0owNv4ur47gOPz+9hnzssVabfUEuBM+KFMXtMemnFNIY3+JEjfLbaA2P4NCJ/b0C93d3dpjCXlpbMOOzr6zO5IZUNZJ6TZ0NRw3+QtkuhsvelcorsddddJ0km16anpzU/P/+SjAWMA36G20IxkNXVVSPMgdIhG2m6s76+boZ3Y2OjcrmcZWtwzzDnQQlXV1cNzm5vbzeUBAPMk9uk7Rgx68X9dnZ2VlR1q0ZQpO3UPs4qRaNWVlaMa1BfX29zhbwDTfVZQZx1ngnODTqD+gyvRtbHm05hAyHl83mNjIxY1SFiFVjeWIfNzc2KRCKamSlXbmQxPLxDnAzruXpghYdCIVMabK7v5kV5j3xtbU3ZbNYS/UOhkFZWVnT+/Hkr+djW1mZw0Pr6uiYnJ+2AwcaUZAUYiPvu3btXhw4d0m233abOzk7zavv7+0158TmgcV8aEeJJbW2trrvuOl1zzTW2gQcHB3XNNdfo5MmTGh0d1cTEhBobGxWJRBSNRpXL5ezgzM7OanJyUo2NjWpqatKOHTvU2tpqbNJisaiOjg5LnWpubtbzzz9vsSrSMnxLvmKxaEaAJIshA8MFg0Fde+21WlxcrOhj7ssWBoNBy6mmEAT3iPBA0UPGwTgLBoP2OQg8MNHxuFA4Z8+etff5Qh9Xx0uHj/HTApVaCZxNBDTGNMqcZj7sj8sRpnwMu3qw56ld4MNhlxt44LyHvcneYo941jPKDF4HcVpPesWgoG9ANBpVd3e3uru7FY/HrfBRPp9XNBpVOp3W2NiYKZK5uTnl83kzIDEUkUtNTU1qaWkxwiQGw9bWlsLhsBk+xWJRu3fvruhQuLm5aQWU1tbWTPH5NK7a2lqr+1AqlTQ1NaVSqaSBgQHzsL1xzZpyfnwMWars1EWIEwWKQ+PDHP4sk5FCNzcyTTyZzO89HD/Cgh494V4xapAjVxX2DzhYrFwupzNnztjGkbYrnvncbJiXkKmAkRg+5aI6Ti1VetAQOeLxuFmk3w1C92VMITxRUGFxcVGBQMAOIfBvJpPRd77zHbNYPdsUq7yjo0Pt7e3KZrM6fPiw7r33Xt14441qa2szGBbozZdQhBjjQwOHDh3SddddZ3B1X1+fdu7caelxGDT33nuvjh49qvPnzyuZTGpqakonTpywutyzs7NmVKRSKZVK28UvJJngqamp0aVLl/TEE0/okUceUU9Pj7q6upRIJCRtK2NpO6zQ0NCg3t5em3d/sPCQEDReyHtGarFYNI+BNo51dXXat2+f8vm8sfMx/HhuD61iHIACIKwRjqurq8pkMvY+70VdHZcfKDqyEFAuUmU9BAxf8uPX1tbMyJO2YU9pG872sW1/nWoCmvfy/KiOd3MefPcrnyrFd1JPHEeA2DThE5Q0yqKjo8P2VSKRMGdkeXlZU1NTWl5etn1PIRAfV+f/trY2dXZ2GickEAhYSlUqlbJe81xLknFDlpaWLDzoU6uIpcNpAW6m3DBeLnPS2NioRCKh9vZ2Ww8UILIbQ514OfPvGdpbW1taXFysiHsj57kuYQIUdWNjo8LhsObm5sxY8/n9fNbvKw+p+7Pqzz8cGoz3qzHsH2CgNM+dO6eZmRmDobCAfTMISBa1tbUVBUOwrGpqaozdjJVNmb1qa9sLBB8DwkiQKlMg8KhRAPl83pok4P0CF8E0hSyFEqP4BkYIMZobbrhBb3vb2xQOhw2+8gUAgNv53afNNDU1adeuXVpfX9eBAwd05MgRdXR02OZmVBs1kERuuOEGE5iBQECPP/645UWvrq5a3WcsfSD8QqFglipM60wmo/b2disaUyqVjODCPHJthJqHshC+NTU1VpudnGvWDMHq1wByys6dO9XY2KjFxUU1Nzcbk9bHSRFEMG2Zaw+Vo3TwErlv9tLVcfnBGSS0Q6Mchje+fDwbUpT3wqXKssLSNiTO2fAK2Bt0kJrwQj386pUiihJv3J8ZHyrjvYVCuaxvX1+ftra2KvLy6+rqrKkP5ESg5tHRUWuNS7jKczp8uAdEYu/evdq7d6+VGKYiIsgPISnmJRAImANDjjHeLIxxCJxA4jwnjohHHDCWI5GIXdOz35kXjDJJRkz16XjMXS6XM6KXN7iAx6VtGUXly7a2NhUKBc3NzVmhFGQ0z+0VOGea9ccgY42Ze9jtnutwJeNNJRECgTLtf3x8vOIQuFukfQAAanJJREFUIkR9XWcsMvKaUbpYp1hWKBSYn7yPQ8e1gVCl7c0HLOdhMgwCSRXF47kXFA6Hwm+sQCCgPXv2WOOLyclJbW1tqb29Xddee60GBgYsPWtgYOAlAspXE5IqCR68dvPNN+umm24yL54Y0OXmmjihj/fgLd9zzz1aX1/XI488olAoZIKBOC9Ejng8bsoSVIIc2lgsZgc2l8uZksPbbW5uVl9fn8XlSYnxZJqVlRVr6tHb21tRCEfabu4yNjZmKUOhUMgMF3q0IyBpichakopCAxQvWNhDMHqpX88euRrD/u5jeXlZmUxGsVhMjY2NNq/VSholgbHolQD/VyskyItcj3UDyvVFPrxxVe2pew/No3jIGPYB+wX5Qqppc3OzVXsjE6G9vV3hcFj5fF6Tk5NW158YqrRdLZFn8nuS+8Sbr6+v1/j4uObn563pjn8GrsFr7E1QMa6J3AKGl1TRFhMEJJfLGUGLOQ6FQmppaTECJymUoJ3E0evq6oybw/fxHrzmTCZjYUP/vJLMkKYYErHrYrFohY8ikchlnSqMHu8pX67CpTfKfOy7moj6SsYbWmEDC/oD4h/Y139leKZv9SgUChobGzMWoGdZ+spbeJjFYtFY5ChVDpiPgSGQvUfqCSnFYtEqDuHlESP3ys4rYSCjQqFgzTGqCWvVkF0oFFJHR4caGhrU0tKiXbt2qbGxUTt37rQC/8ViUUNDQwoEAurs7LRYDQYMG5ADDuTkPe76+npTNBz6y1mOL2dNMudve9vbrLdxoVAwYhZ51u9+97vV39+v+++/X1/96lcryDvt7e3q6upSqVQyg8rHHEOhkDo7O00BEttC6KKUn3/+eU1NTVnBFNbVeyLEoPBKINdApNna2jKPYHNzU01NTVYatq2tzRj4Pu+V38mHpywnebrc94/C2Nzc1PT0tHK5nOLxuPUtp/tSMBhUNBqtqCTY1NRkzW8uNwqFckGe+vp6C8FwPvCgpW3CJ5AwoR0frpAqFRJhCtAwfy65Pl4rZ9AXQuH8VofE/P1U77Nq4xmBT+U39i3POjU1ZYoLmeK/l+fjXFzO4YCgOTY2ZnLM1zaoHtUx/ur7Za5QvNJ2L/TOzk4lEglls1mdOnXKPHRkaUtLiyFZxPMxMDC+ycAA2vcoRalULohDSlYkEjH94BUo915fX19BpCNjCCMBtJX7A0HAAPfIrJ8H9ArKGVT05fgQP+h4QyvsD37wg/r617+un/iJn9Cf/Mmf6Nd+7df03HPPKZlMamRkRMeOHdNdd92laDSqHTt2KBQK6cEHH3xZRVEqlZRKpSrig3h9vpUlyhTiANYb75dk3h7KDGXMIgKfSLJ6t3hcxG28gidv2Fvy3hqsjmdWQ29sspMnT+rAgQMG50ejUUWjURNYeBeXLl3S4uKidu3apWg0WgHZsTF5Pkh2xPC95ftyzNjv5iFubW0Z/PW3//bf1tmzZ3X8+HELA9x999266667lEgklMlkbF3Y+DU1NQbFU/gGhUxRl46ODvOufb6uNwAfeughHT9+3EoTEgvzJCGepb29Xa2trVYlyhs0VJTj2r5Ygi+4QmpZqVQy45PvXVhYeAkZ7UdlrKys6NFHH9Xm5qZ+8id/UvF4XC+88IJaWlqUSqW0tLSkcDisJ554Qrt379bu3bvV0dFhhYEuNxecSfJ92Rd4x94wRpnilXlkyxu9wLNeDlQrL+KkHunivLLneY//nfPpC/p8LyM3nU5XGBYU+CgWixW9qn0uM3PglZQ3FjhDPrZLeIbrvNx59v9f7r7h2GDEB4NB9fX1qa+vT8FgUHNzczpx4oROnTql1tZWDQ4OmpFRW1suFoURhyEDEgmZkBKlPkQpleXx1NSU1tfXtXfvXiODsS68188nMhdHAEjfK2TWH0McIwcCIzLAzw/GA4iIn6MfaUj8ve99rx544AE7MJ/73Oe0vLysv/f3/p4uXrxok/y+971Pn/vc577n9XxBBRYDTwePxrPEKZABvAQZiA3uWeV42FIlMoCnzGKhQInPcIg5RHwnCpHfpZcWZfDKmo05MTGhmppyjfFwOGwKb3Bw0Kw90gzIwTx06FBFYwK+A7KVJ19hFVNur9qT8OPlXscQoXLaW97yFvX39+uaa66xA55Op/XVr35Vp0+f1smTJw16p953MBi0VCy8KWJ70WhUXV1dZrVL2x5OIFBOoRoeHtZTTz1lkL33kLzC9ExT2jlSlam5ubkCFvQEGuJtlDj0bUsRQpubm1pYWNDi4qJVToMVXM0L+Ks86uvrdejQIXV1denDH/6wGXptbW26//77deDAAR09elQXL17UP/kn/0R79+7V5OSk9Vi/3MC7BXL0aUiEiVBaPn8ZhMPvC8/TwFDm+l5xo1gwZEHzSqWSoTf+DFHfQdqWPZCrfNyV9/N5L0c8XO6bSPAZD8+CFDI/fnjDhesjO9j/L4dmfLfhFSJni3VJJBLasWOHVlZW9Mgjj+iZZ57R/Py8AoFyP3Ri6iAeNP9hLuGtsF6wzXlO1mFjY0Pz8/NaWlrSNddco66uroq589C7R0RxQFgbb+R5VALkC0If4TXOM+gGaB9dCslRx2B/NUJcb2iF/fGPf1yf/vSnK15LpVL6n//zf+rjH/+4BgcHJUn333+/PvjBD6qxsVH/83/+z5e1YkgxkLbz8FCsLCxWlu9NS/qGt8x9cQzKUqJk2RyxWEwDAwOWqkTeIjAqXiysawQE9wFzGCFfrVCrYXG8+PHxcYVCIV1zzTXa3CzX+q6vr1dPT48dcM+2nJmZ0eDgoMWAuA5xWearWCxa7qq0DeH/oArbE06kstDs7+/Xzp07VVtbq9nZWX3961/XV7/6VSWTSTu8zD3tLFdXVyvY7S0tLYpEImpra7Oa6aAFCFdqkj/00EPKZDK67rrrXlL0hn2xsbFhuaHxeFy7d++WJIul+dahVDKi0hEGYE1NuSEJRhIeUT6f18TEhDKZjDKZjEHqVF1jb/8ojFAopK6uLo2Ojtrz53I53X///Tp58qR+7/d+zwhCY2Njuu+++3TmzBkdOXLE6kFLZU99aWlJyWSygldSvZcQyltbW3Z2vSLBe/PKRqpUgLzGGWtublZbW5uWlpbMePfeGMoQ4w6jHtTG11LwSJpX1NXwKveGMe/JTdWoA/IEoxwZhXL2niXGK3+D1OlRge81qmP0Xn6B5C0vL+vMmTM6f/68nn76aW1ubqqnp8eaGXEPDQ0NFnYkVRJZw/fAD8FgYX5JB52ZmVE8HldfX5+lZ1YT+ZgT0nUhjRF69Mgr8Dv1xEFtSAuGyY/+IFsBOB9UlYZG7e3tFeVwX+l4Qyvsy43l5WVJslSkaDSqt73tbVpZWbF+zX/8x39s73/sscf0y7/8y5KkhYUF9fX1mUXuCVO+RR1W0eLiora2ytR8Uqiw7jisCAEUOgKipqZG119/vQYGBqz7EOUAUXQelpe2BQbGA0K8WsFJMsEAoYaSm2yqmZkZawsaDAY1NjYmSerr6zMPrru7W9ls1mK4bW1tFSQPb5VCzvBxJe7Zx4d4jWdDaHBvIBHMe3Uazurqqp588kn9xV/8hVnjME3X1taMJIPXQxzKw9g+3oU3S6W3XC6nv/iLv9ATTzyhffv2VZB8QBSw3nO5nGZnZ3Xx4kV1dnYqGo0a5MdehHgYDodfAudRwCUWi5kiIJ97YmJC58+fV3NzsxlFU1NTBuv19/df0Tl5ow3Inii7lZUVzc/Pq7u7WwcOHNBTTz2lzs5OXXfddSZUu7q6FAqFrHTn/Py8Jicn1dDQoGg0akYk+81nArD/UNakSPniHdVQN0Q1Hx7ijHV1dam+vl6jo6MKBoNmkKGIuR4KmhxjFBke+8sVxfHQOecDz9fXa/BKFYOF1yExeuXvc4T9d2DYSKrw4vmde6q+R/93fvbyy/N/5ubmlEqldO7cOW1sbGj37t3WcIfPkfkBe993xsJA4cwgt4D/19fXrZ1qQ0OD9u7da3IdKBrjhT2CnCe9kn1DiIF5Q17g8TO3/I1zj+EA14ACTcgViKRtbW2WbXQl46+Uwi6VSrrzzjvV1dWlvr4+1dbW6ktf+pJ6enpUKBT0ne98x1olMu644w6dPn1apVJJ+/btk6SKzemtX75jdXVV6XRaKysrRoICriR2xudDoZBBo0A40WhUO3fu1N69ezUxMWELTD1rrH8OHgcc5QxM6+NN0jazU9qGBLFCUfTAecvLyxoaGlKhUNCOHTsshiRJiUTCchBDoZA2NjY0NjamjY0Ntba2mrW5vLxshDCKkUiV7HHm0sdeMVoQPr66k/+fw41nPzk5qVOnTunLX/6yRkZGTDCEw2EVi0X19fWZZQ55yEObwHrRaNQMBV/MYXZ2VufPnzcUpaury+aNrl+e8EXudXNzs8LhsGpqykzVjo4OEwJAowj25uZmbW1tmQHg0RvWLZ1Oa3Z21vZcJBJRV1eXQfx79+41q/9HYVzOY5udndXY2Jg++MEPWq/5+vpy33HaQO7atUtdXV168MEHJZX37dGjRxWPx/XUU08pFApVlAtmb1VzSVjvlpYWM+RWV1fNsGJtMKYpCML5IMxy/vx5zc3NqaOjQ62trYZCefIZZ7Aa6sbA9GeZvcHnvedbHUP39bL9eWOPYdAjM7ger8Oz8Cgh59BzN7xBwB6vRgFQ9tWxf2QaMfZUKmUlS3fu3Km+vj6LbeMIUQXNo3esIR53bW2toWAYO8ViUZlMRsvLy2poaFAikVBvb6+y2azF0n1okn1QKpXZ6rFYrKLYkYfCfT9y5AfP5kvK8uxkH1CZ0Xvsra2tVgrWGwSvdLyhFfaXv/xl5fN5XbhwQf/qX/0rffSjH5Uk/fiP/7h+8id/Upubm3r3u99tzSoWFhb0m7/5m5e9FhPlrUFp27pkE/vFa2trM88ym81W5NgRy2AD1dXV6cCBA+rq6lI8HrcmGXgHFBnwDEIGgkFShXfAfXqBh2fv42qS7KACBcE8Hhoa0urqqtrb27WxsaHx8XHdcMMN6u/vNwIZ3sDS0pJZ9vl8XqOjo7Z5Sbni/ShiYoI8A+/BcEAIoLw5CF5wpVIpPfHEEzp27JjGx8c1MTFRYYSEQiGFw2H19PQYqYs59R4JxR+A2DjsCJ/p6Wk999xzKhaL2rt3r2KxmDKZTEVzBUkVcwAERuWmra0ttba2anp62rzxhoYGLS0tWUlGPCOMOTgSNTXlNn7kawOzra2tWapYW1ub1VP2Qvqv8lhfX9fQ0JC2trY0NjZmTWp27Nihj370o9rY2NC5c+f08MMPS5LOnDmjvr4+3XDDDVpaWrLrNDY2amFhQWfOnNHJkyf14z/+4xVwrLRdocwrPeKVpOuQAoXwxWj2gpj+80DFs7OzGhkZUUNDgyl2cpC90ci+9emRjOq4Nd/tCU5kZfgz7wmsyCe4L5wNvotnBgnCMwX9oSc3TgrfL6lCmUsyB6Tao2aeqwlqxJRTqZRGR0eVy+UUDAaNSOgLiFCbYXl5ucK79temdgHeL/OLd032DB2/AoFynn01BwCZyfMia5FRkmwtQUA8V4BzyD2yjvzNV6kj1Mo+qK+v18rKilWVu9KOXW9ohb1///4KeLulpUX33XefOjs7JZUn/Gtf+1qFt3zvvfd+12tWx61ZBCwtDofvpws8Xs3y5ICtra1p165duvXWW43NuLVVrraD1Y0SI+7J92PVeXZqtaD2woj7xyL1Xqq30LkmMduJiQk7mLCcgW+wKjc2NvTUU08pl8tp7969kmQehFSGgL0XQ7UmFH8ikTDvFkvTe9xAkSjtlZUVLS4u6hvf+IYeeOAB66uNJ4BFG4vF1NXVVQFvxuNx65ZFKILm85ubm2ppaVFtba3F9LLZrM6fP29x5h07dtg8kiuK50X4AIPFk9pqa2uVyWSsylI4HDYIj/VFYOA9IfgCgXJXNaowAQfi0TU1NVncr7Oz84qt8TfKCAQCuvHGG3X06FHdeOON6u7u1p49ezQ7O6vBwUGdOHFCkvQLv/ALeu9736tkMqne3l6Fw2E99thjFdfifPhUQ77DC1KP9nD+CIn4Mr2cYwRpsVg00mI+n9fi4qIV9aFDmw898Xl/HyguD49fDi3xIScMbQ/Fe8+O6xAvB4FDqaXTaZMnKLa1tTUlk0m7N7gXDK+ceXauC+cDZURIx8Pl3tggM2JpaUkTExNaX19Xb2+vYrGYedI8B9deXFw0Q4KsEZ/SxfnwFReZs1wup+XlZbW3t6utrU3hcNg6fXn0I5/PW/11qVzRjVoLwNzsC4wInCagcuQjCh6YvlAoGLHQ82Q88pDNZrWwsKCWlhZFo9GK+X8l4w2tsG+88caXvOYVciAQ0Nvf/vYf6JrV0I7Ph/TWNgpscXHR4hOe4EL8lGvSbQqvks4zVAki3sZ9owTw0EjZwGKvhqP4HAeXTj5NTU3GOA8EAmYQeEGCFwcBa3V1VRMTExU9pdmcdNo5fvy4FhYW1NHRYX/n8ygiLHmgIDyRrq4u7dy5U62trUZgW1tbM48Fj+q+++6zfNKJiQk7VD5FhWtLMsVIQZVYLGZkrkgkokQiYcKUOcJoefTRR/Xwww8bc7W7u1tzc3Oqra21VpcbGxt67rnn9PWvf1179uzRgQMHzKP3aXfT09OWxxkIBLS0tKR4PF6Rqsf+wFPPZDIKBMpd0MjfRgAUi+WiDcViUadPn65gEv8ojIaGBkvhOXPmjCSZkffwww9rYWHBur2dPXtWtbXl6oLZbPZlWeJ+cE48dMsZx3jFGANa9eQz/z6pLNSlMsEVDxX0iT3giyJ5JYZBSygJg6EaKeO+JZkn5tnpPsbsn9ErD2nb+EbheDgZ4isV+bwjwN89n0RShWeLJ05s36c/+WfN5XK6dOmSUqmUoW09PT3q6empqE3OdSQpm80aSkn9f0n2zJxdlC1KFmU9Pj6ulZUV9ff3W8XG+fl5+2ypVM6Nn5ub09zcnFWA9KmpvoVnU1OTERzz+bwpX2/0eWid7nCQHzmvzA1GFXsoHo9raWmpwsh8JeMNrbBfi+GZl/4g4U2zMbGIs9msMpnMS+ByLFMgksHBQbNCQ6GQFhcXtbCwYBu1paXFBPnlYjSpVMqaqEvb8JlUmZvpi4cAQXsCBJ/lf+A5j0LQWIPYPFY8ggAol85GFBTwMTKpLGh8qsXq6qoVbaE6E52ysJaHh4f1rW99S3/5l3+pTCZjyhlWNigBxB7i+ShgCvN3dHRU1CQeHBxUNBo1kgfW+MrKio4dO6avfvWrmpmZse5A/A1FXFNTo8XFRZ04ccJ6i6PIt7a21NnZae+JRCK6/vrrtbW1paGhIbu3xcVFg1wpVBOJRAw1SKfTymQyL0kvZP3Gx8d17tw5yzH/fti6f1XG2tqaRkdHX/I6ISNJZhh/v8OTr9iTXpnwHpQrHjH7vFrhwj0IhUKWE1xbW2upOu3t7RVlc1GinB+uA1kUY/h73T/7wAt6rxgxLPxnPLRM9TOpTO7D8PVkzLa2topmIN5b9uE07x2S0iq9NFSHITsyMmLFqHbt2qXe3l5DNHz6GnIQIhZnHXlJnBqHA94PHq73hsfHxzU1NWVVHZubm5XNZq10MIgG3m04HFZ/f79CoZCljoXDYQWDQWUyGcugCQQCmpubM/QSJIZ9gbPEYN1BZ3wRL9AKlHVzc7ORlq9kvKkUNpOFpefjqFtbW2Z9ceCwwonVIHg5LD7WHY/HLdWoublZ4+PjBrdWH3Kv8PBsfQ9Wzzz1BxVjwm92rDwsYWm7iQCbnusQjyaGmk6nLZbX1dVlsTC8fFIkZmdnTZG0tLTY82CgFAoFM1Dm5+cVjUYViUT0cz/3c5aeNDMzo0cffVT333+/nn32Wa2urprXhZDxpJXm5maDqquJRJFIxA6BJ69gdJBysbVVbiD/4IMP6tKlS1bxjTQ3hAWEMuLn4XBYm5ubmpqaMkOgs7NTq6urCgaDOnjwoDo7OyviXqwLng7xbkiIoVBIMzMzFbWXUQ7sq/n5eYPZvddzdbx0eNiYs+CJUsFgsIIQhofE2fAMac43grqmpsagzmKxaIIWOJVz540qFB7yw5OXEN5e2Pv75X/Y8d4L47rVjgRnjzziZDJpMd3GxsaKNrm8H5iYRh7+HGO04hAUCgVrRrO+vm6dwOrryy0nx8fHNTw8rPn5eYXDYd14443auXOnKSnPW0GpYSTxOmsFeRQZQLEjqgVSsQw29sTEhNrb23X48GHFYjE7P4FAwJCrfD6vZDKpYrGowcFB8+Cp2xAKhSx2Tkni+fl5qyXOXEkyNI0YOMobhY4Txlqxt0gZA6X0XIRXOt5UUgEr2HdoYYPimQHh0NkHa9dbvJ40VSgUrDcyh295eVnDw8N2cEj7IiblITjPSPfVr7xVSlzJp534GJdndnqyA16xt7RLpZKGh4c1NTVlwiwYDBqpa+fOneZJeBLW1NSUJiYmFI1GLW7kqwllMhldunRJk5OTNr+7d+9We3u7nnnmGf3hH/6hTp06ZbA2MB7zRWiCecfq9rAigqO/v1+tra0KBMqFaLCOKQqD8qTRy7lz56wRCIIOeIqwQjab1bPPPqtgMKje3l7LqWxsbDTORKlU0p49e5RIJMxL2Nzc7q7FHBPbCofDFmeUpLm5OYNm2QPA6BCDEMzkpV4dLz84Az5u7FEpzpyPSwJbVqdDcXYotkMNBrgWpJFJMsEtVaZjbW5uWhEdH6sEvfMhKu4TOeDTREEA/LU9muDj3RRW8qQm6mlznnzVwqWlJS0vL5tRyBxh4HJv7G/g8Wg0qqamJs3OzurMmTOanp5WbW2tDh48qIGBAWvRCSEUSBsEwueR+0JS9OwmhMD3wRwnpLWxUe6Ihdw6ePCgOjo6zNhnDpG1mUxGS0tL6ujoUHd3t613a2ur8Q82NjasQ1kymbQYOAa/D11iMDAIc/l1xUDzIRM4TZQgvtLxplLYDE/ywurhQEgymBqrlUL1WKvEimpqymk+N9xwg1nRknTy5Emtra2ZUvMpHNWkDmBAL6C9N4AiAy4LBoPWSATojo3C/fG52tpa81Q9M3RhYcHIH1w/m81qdHRUx48fVzweV09Pj8LhsObn53Xx4kWL6ySTyYrYImzn9fV1ZTIZNTc3W//eL3zhC/rzP/9zjY2NGds+n89b+hOwNBBfsVi0eVhdXVVTU5NBy1KZJbxnzx4rQ4snS1iA9oOk+oyOjuq///f/roWFBV133XUGCVLrOBgMVsStyM/ku2B+NjU1aWVlRb29vRaXQ8Dw3fl83uJZi4uLxkRnTTKZjCEh0nZqHD1/c7mcstmswuGwCb2rCvv7GxjRQJd+oCCZex8b5oxw9uvr6y3dhz1EmIoaBT4dyiM/0nZVPAzr6pBb9eDvnHU8UwzxahKdJPOIuSaKNhaLKR6PS9ouQYpBiZG8trZmxnF7e7taWlpMLnilCGGNdsAYl0tLSxodHdXi4qL27Nlj6W0+fguBj1AWz8G+97FhCKWS7OxQS59wFfNdKpU0OzuroaEh7dy5U4ODg2bkwiXC0CFMFwqF1NPTo62tcjEXilbRDYw+4plMRrlczvYPclqSoSn8jb2GMwcznM+BgmAg+ni632+vdLypFbb3ZOm0xYIsLCwYM5RFwBr2ceG+vj7t3r3brONkMmkeHd56NYHMK1apsk4vnjybBFZzbW2tKadqljubybNS8SQ9maVQKBhRykPovksXMa5Lly5VwHZYkljNWLY8D0IKwUdu4sLCguVZA9fxvL65gmfW0vavpaWlgnA2ODio3bt3m4Xe3d1dkfcMlLmxsaELFy7oa1/7mi5cuKADBw6ov7/fOAUIEzyRYrGosbGxCvJKMBjUddddZ524YrGY+vv7VSqVLAaIEkYghsNhra+vK5lManp6WoFAQIODgyoWi5qdnTUBD3qB0M3lctYEBTY5kObV8fKDM1U9vFJGWGMoYihxjj0MDG9jamrKlN3y8rJ5l9K2ceBj1z7G7GOdvOY5Lz4jgKpenh9T/R0+xs7v3C/KPhQKmQfLteDHBAIBK59bV1dn6WoUDkGGSLIUVcJOGK14m/X19RoYGFBfX5+FzzAggPRR2J79Xt30Bu+5paVFdXV1FpqjAQ+cGBALwkUXL15UU1OT3vrWt6q1tdWalmDsQEijG1hLS4sVNAoGgxbSoAZFS0uLVZP0YUhkEiE5OgV6GY5MhgPjGf3SNpcCJwGU5XLkwx9kvKkUtofBOLzEXIhbstFmZma0tLT0khgyB5EF2rlzp3lggUBAY2NjWltbUywWMyiaz/tD5u8HJe1jVHji/iBL5UItN998s5LJpIaHh18SE/ewP39joxEGIK8Y77ihoUG5XM5YlljcQLl44xgSxIy5V7xnPOtSqZzrCHPa54xymDlgHjarqalRNBq1YgMwVSVZswBiUcDuWMMNDQ2amprSI488ovPnz2t4eFijo6PatWuX9u3bZ95SOBzWysqKlQNFUW5ubqqrq8uqmlG0A5SCNCMgbIwz4oFUV7t48aKWl5etGQEEOF+1zbNEgegQdq8GbPZmGl5hY/SxJzhXxDdZC68IvZClRnwqlTLUo7a2tqKfuk+74vurvWDPVJe24+2XI7dGo1HV1NQomUwatMt1+TzePIqcn71x4L16lB2KHWOE5+VzkKR8ISRkIzFclD9nFxngZQxGB/fEMyNvQPJwPlDWLS0tWllZsXmWtvOha2pqlEqlNDIyYulfbW1t1ndgampK6XTa+oETZkI50q0rn88rHA5bAxIaqkQiEYPOMbpQwr4i3uLiopaWlkx5wwvy5FaPvACNU7cC0ipzfJV09goGm9zHr7CwJBnUAozBwa9ma9bX16uzs9NIXdSFjkQi1p3JW9coJeJbvrgC8RIO8urqqikHvMz19XVrlnHhwgWdO3euoom7P5B49twrBwliDe0+Uc50PZqfn9fm5qZisZgCgYBVDgqHw0qlUgoEApZbubi4aIVFgLKI7RC/J7ZPDjclRkEkEAw+ThaPx+2QIyh2795tsShqhgOvcZ2RkRF97Wtf08TEhJqamjQwMKBdu3apvr5ely5d0sLCgvUBZy5hsQcCAZ08eVKhUEiHDx825dzc3KwdO3ZYg3tS8KhpXVNTo5aWFuVyOU1NTWl8fFzZbNbubWFhwQSoJysCPW5ubioSiZiCQSBc9a6/v+GVrmdqey+4WCzaXuRvHk1DUTU3N1s7XbyttrY281RZN69IL8dO9yE3adsghz2N8IbdPTc3p6mpKQt1ecXP9/C7N/y5d89S95ksfA7FSUqS5+4QWiM0AyLnMzZ4Fm9kYxxUGxDIUr4ToxpiGLyReDyuYrGobDZb4ZV74u38/LzS6bSVrO3u7taOHTu0uLioiYkJkwXcE3UlQBuWlpbU0tKinp6eCvIgNTYohhUIBCyk1draajHsZDKpVCr1kmch9u5JhV7OewOCNfGO01UP+xUONjlwF5NOCzcOhz8YnumHBYUXmEqlKkht9fX1Fo/kc36js5DAo1LZS87lclZcAxZ4T0+Prr/+eh05ckSrq6umrFEA3ktFUHihz3dyP2wkvF3SUIB9fQ1uYv2xWEwrKysWsyaUwPd4xmkmk1EymVQ0GrVcylAopKWlJROcPq+xoaFBsVhMg4ODNs8Qag4cOKCdO3canB6JRBSLxexZgsGgUqmUnnzySYsdLy4uGopCegdxSPIwu7u77SA/9dRTamho0OHDh81C7urqsuIPQGmNjY1Kp9MaHR3V+Pi4QX7kktPukzxPH7YAImRvEe+OxWKWrxmJRCyOf6XW+I/68CEbD097UiaxaF8cSapsrgETuaamXD9BkhnCKFCUrucVoKx9TrYkOwOsta/vjWLr6OiwIkPnz5/XxMSE9uzZY+dYUgXczn2iBFCMKFXizyA03jjAW5S2lS9MdpSblwtch7MJ94Te0ihoL7eqkUhSMplLMm+Y05qamopOdvBZMGxzuZzy+bx6e3t17bXXWhrr2tqaZmdntbKyokQiYemUjY2NCofDxoJfWFhQJBKxcGU6nVZdXZ01maGADmE0CLBA2HCLGhoaTImzFuyJ6tAIHj5oHox0r0tecw87EAj0S/ofkroklST9XqlU+veBQCAm6SuSBiWNSvpQqVRaDJRX7t9Leo+kFUl/q1QqHb+iu3yVhieaVTOymdRsNquZmRlTYNK2Nw1UBBwCJNLa2qp0Om2xMhQRQpnFRJFSjMGXtONg1NXVaXJy0uJOgUCZufrWt75Vhw8fVqFQ0MWLF3X27FkjP3jSCznPnujiPXxYmMCvxJG9FcnhpRAJ8Rzi+rlcToFAwNJjPFzIc+LJ+6pBMOZBM4AEiR1CBsPbhKDR2tpqncXwrD1BTypDaVjZ8/PzamxsNM93ZmamIu2ivr7e8kUprtDa2qprrrnGugzF43HzrPksseqFhYWK3PR0Oq35+XllMhlJ24UbSJeTtpsQeBhxfX1dsVjMalT39vba3HhP7up46fCErmqYGg8T8phP4ZS2S4gyvygur8BJ12NvS6owCvgulJuHu6VtbxikDOUVDAbV2dmp7u5uzc7Oanx8XOPj46bgqnOdQdw8rM71uW8Mex/y85W5UDxeaXP2fac6vEWeq5pNT7oVISjfd3xjY8POOCmlZDtgBCFHKeHLfWEoUSClVCpZTLujo8OKT/n6FqRjEkaAQJfNZrW8vKyWlhbrHTE3N2eKFxkPazsYDGppackIZB5NQfbCNcC58h41c8ra1NXVKZ/Pa2urnO7LGlwu1PFKxvfjYRck/T+lUul4IBCISHo2EAg8IOlvSXqwVCr9v4FA4JOSPinpNyS9W9LeF/8dlfS5F/9/3QeHjUPomX8wlCk76WE24GWYyFTram9vN0icEnvxeNxKa3KIYERejkzCIffQHJs4FApZTJjNWVdXp/PnzyubzdoBIh0CxqbfEBgP1VA5/3xMDUWL8k0mk0b8omKXJ2VIlZ17qqEyBEBtbbmH9O7du1VbW6vl5WVDJ2BpY/x4shDQPBu/tbXVyvshJIHZvvGNb+jpp582Iycej6u2tlYXL16UVPb+U6mU9Qn3Qj2RSFiMC9JbIpEwQ8ofuvn5eY2Pj1vzDrwPlDmxOxRFIpHQ3NxcBcLhc8AhKQKhQ8x7rSDxHyUDvBpB8vA0REcfu0boepiSfdzc3KzGxkYrUymVSyEDg6I0/bn1ULCHwj1C4olXQKK1tbUV+0gqG8cobM4RSt57zd6b8961zz7wZDqP5tB9inukDSXZFdVeoA8vYDxjqEciEYXD4Yr+1MTJiVWDLvg1omY/cWvCcj7/m8pppEVFIhErioQxTsqktN1ZCyXc2tqqWCxmsDqKt1QqWbti5AyOkZ9v0EOMD1AHajyQ382c+DXZ3Cy3M4bYh1xgz7CGr3R8T4VdKpVmJM28+HM2EAicldQr6X2S7nnxbV+Q9LDKCvt9kv5HqbzqxwKBQDQQCHS/eJ0faMAmZPgN4l/jgEkyj/XlBoeUQ82GCQbLyfZzc3MVStqTRSBrEJ++9dZb7Z4mJiYs7uq9Tq/EOOAQGzjEWHpbW1sWF+awIUSGh4d1zTXXWM6lNybolx2LxcwT5F798AqbQ4yi4KAEg0HFYjGDZvEuYWACi3mlzbyiAP1mlsqhg0Qiof7+fuuA5kMJlDDFegc1iMfjOnz4sHnD8Xi8gmENnP3MM8/o8ccf19TUlDo6OqxSGId4YGBAyWRS8Xhcra2tCoVCdmg4yKRmwaTFSECozM3NaXl5WRcvXtTc3JzGxsbU29ur2dlZi5kzD/l8Xi0tLdYikwIKGHEU32lqatLw8LDm5uYUj8dNyUjbMdjXYPzQDXDigT6EwblBGbEnlpeXbW2IdXqj0A9P6JQqPURiuVzXzyVzy5nzXBQYyygWFDtnGe/ae/VeiTO8jEERoRTz+bx5wKQbYbhyXxjeKFmQOq9Mua/q++D5kUPea+T5UeQeLaieSwx3/ze8TLxOYt+Q2HzI0BNn6+vrFY1G1dHRYZwODBQUL94vPJAdO3aos7PT+CMgWL29vdrYKHc/jEajSiaTxvsgu4I0TUnGiEehMxeUg5a2i6Osra0pm80a4sh9gd6VSiUtLS0ZGuqdH5yR9fV1dXR0GHIrqWIer2T8QDHsQCAwKOlGSU9K6nJKeFZli10qK/MJ97HJF1+rUNiBQOAXJf2iJA0MDFz2+372Z39W999/vw4ePKiTJ0/qs5/9rD71qU9Zw4e5uTk9/vjjuuWWW+wzd9xxhx599NGXu/8KS4eBosCDxOtEwbIhSWXI5XK66aab1NfXZ93ENjc3DerxcSafY8lhQImjUIrForEaR0dHlclkbNNIZWY4MdyLFy8qnU6b18f3QfJikzI4ZB4+84aIF150NGprazOrGYNhZmbG4LPqA14sFi3Gm8vlzPOkxnlfX5+am5uVTCbV3d1t7/GkMdYBVGJgYEDXX3+9duzYYcITK5iYWzKZ1IMPPqhjx46pvr5ekUhEyWTSvORkMqm+vj4LJcTjcatI5/O9fd/itrY2dXd32xx4639xcVHpdFobGxuKRqOamprS9PS01tbWzPiSyhY6+dSQmFDofi8ODw9rZGTE6j3jgflY2Ks9Xg8DPJ/P6+GHH7a+wBS0eOGFF6wSXnNzs9rb2/Xtb3/bannfeOONOnDgQEX50ss8j3m+/O6ZzBTgYfBeXisWi1bpbmJiwr4LD45z4JWbXxvvbXuDnAImKFnOWOBFBnNLS4vGx8e1vLxsZW8xAkgTwkv1ylmqZKb70BDPzvNR5599jlwifkvaljc2POTOWfTpSMgZ6rIDq+OESLKzj9HgG/OUSiVj4cMnQfYuLy9renpaGxsb2r9/v7q6uqzOAbnT3d3d6u7uNnIvxke1oSbJUreo6Y8jxJrwPkoQSzK5yx7kuWmPmUqltL6+brFw5ruurs6KYEUiESvshFPlr3Ul4/tW2IFAICzp/0r6B6VSablKaJcCgcAPdCelUun3JP2eJB05cuSyn/3whz+sO++8U+9///v18z//8/qH//AfSpLe9773KRqN6vd///ftve9///u1f/9+ffnLX9aDDz74sl27vDXkreVkMmmUf+ml8BObGg90//795g1OTk5au8r19XWDURAmCAd/uMkDxmOFqIbipgDJ1taW7rjjDu3Zs0eNjY16/vnnLfaD5+5jw6Rq+O/3cI+PDXNvWJdUeZK2c8RJfYK0Ue3tQPKBpOE9gpaWFnV1dRkKQDEZCi0ATXP4pbLgRlnv2rXLoD8ahxA/P3HihJ588kk7xNlsVpOTkxYHz+VyikQieutb32qCggpK1Eqn/jBIA8KAVBsEKDE04lJ4hrOzswoGg+rp6TGSEgYFEB5hlGKxaKx/PO1Lly5Z/WPQCYxDhPtrOV4rA5ysBkZdXZ1uvPFGfexjH1NDQ4P+9E//1FCxX/qlX9K5c+e0tVXOGz5z5ox+9Vd/1ZrUhEKhl1XYXoF5OBzB7MlW1WQxIGPIjtlsVvPz81pfX7dwCsiIVJmW6aFxb9Rx1jxbGwgZVKi9vV0dHR3KZrNW+c6jM8gBjA7ukWfwnnQ1MZGz4vPNkTMoNHoD4CV7D9srbRSpvxYs9s3NTS0tLVXMI+8DBufZyfro6uoySHttba3i3kiBTKfTamxs1HXXXaempiYjxiGzurq6tHfvXmN0o8gxapCr3Gs4HLb0LWSzh7BLpZKFPZBDGI544chsDAeyOgjLeTQRBIBiML4QDWtzpWf6+2obEggE6lRW1v+7VCrR73IuEAh0v/j3bknzL74+Janffbzvxdd+4PE3/+bf1K//+q8rk8loZqYsHxKJhD75yU++5L0//dM/rU9/+tMaHx/XAw888JK/e8+wGhKjgEY2mzUIzJMufJ3dcDisW2+9VQMDA8YwREijYDnkQCLVQhgyhoeQUGqwJHn98OHDOnr0qMLhsEZGRnT+/PkKAksikVB7e7ttIF/gxa2fGSje425qalJHR4cSiYRisZjNh4cB0+m0pWT56zCXxL5Rfh5FSCQSZpkS2wJOgrCCYCVW2N3drRtvvNHY6pIMUeE6Q0NDeuSRR3TixAml02mD2fAmmMM777xTbW1tJmARju3t7cZ6JUwAI5zSpgjgTCajVCqlF154wVI8VlZWdPr0adXX16ulpUWSKvYIc8t6A/vxvMvLyya4YAoT1wbV8CSp12JUG+D+by960z+wAV4qlY6USqUj1WhCKBTSkSNHtLm5qT/90z/VQw89pObmZv2Nv/E3dPfdd1tvcQypu+++W62trXrggQcUDJb7KUuyanrLy8umgPxeZ+19qUq8Gs6yZ103NTVZfWzqZvta9FzjxecziPhy8XLOFQrTfy+KJBqNaseOHVpdXdXw8LCmp6fV3NxsDSuokSCpQm74s4wCuRwUzr1jHNCjgLmiTkIwGDSlw316uB2li6HvlfXq6qqy2WxFHJ05Ze69E0B4KZ/Pa2pqytK4vFEwPz+v6elpNTY2av/+/YrH42Ykc13qMGxublo2BvsATxtDAMJpc3OzVldXrbESFdCWlpasexmyi7NNtTjQES8LQF8Jd4C+FItFg8I7Ozut7Ks3oJCtr7mH/SLp5L9LOlsqlf4/96c/lfQxSf/vi///iXv97wUCgS+rHOtaeiXxa8bZs2f1tre9TZL0zW9+U//oH/0jDQwM6NOf/vTLQt9+PProo/qVX/kVSdLS0pJZlViuTCL1vElZ4kB4YsquXbv09re/3VpJEm9ubGy0ODSbnIR9b9n7Un0sJvFmDjuKku+99957rd7thQsXlM1m1draqkKhXLUsFotVoAaezeiZydJ2A3afruUFGAIK42Ntbc3aizY2Npo36uNpvJc4Os8biUQM8mKesVIlWe9bhMbq6qo6Ozt18OBBO5hra2vq6uqylp/ZbFYnT57Ut7/9bY2Pj9t1JyYmtLCwUMEiv/POO7Vr1y4TshgGdM2h1nJDQ4Oi0agSiYTldBKquHDhgmZmZsw639ws99menZ1VT0+PamtrtbS0ZCl8GGzcP4UYPHyKETA8PGx53qVSmQk/NzdXkQbyWo3vZoCXSqWZV9sADwTKbUXvv/9+/cVf/IXe+c536u6771YgENDExIRWVlYUi8Uq6iA888wzOnXqlH7t135NKysrGh4e1szMjEZGRswg8vuJvYhR5Gvho7A8lByLxZRIJBQIBJRKpSzFyBccIszB2UAp+xg261TN5/CxXH7m+2ZnZ7W4uKhSqaR4PG7Gni8qhOfG9/nv5nmRIbyOcmMevOwBfQNp4h6ZF6+08Vh98yNCXr57Fp9lzrhnqWw8AQ1vbGxobm7OEBN4NqB309PTikaj2rVrl6LRqFZWVqxYCfFvztvU1JShWYQOstmspYuSxgYRjZDU+vq61QpH3mJYAnF3dHRUoFzMI3KcFEEGz4qshIwHIuCzPQgPXOn4fiDxt0r6iKTTgUDguRdf+2cqK+o/DAQCf0fSmKQPvfi3P1eZUXpRZVbp336lN3fs2DG9613vUlNTk373d39X73jHOzQxMaFf+ZVfUTQa1fnz5+29NG6Ix+O69tpr7fU777xTp0+fliQdOHDAhDcbifgsrSE9wQRveH19Xddee63e/va3W1wFcgowDtYWC+fTKnxhf58G4g8Mh5oKXOvr6xoYGDAoSZKSyaRZ+ngApDv5lCqPJOB18DsenBcwDP7OfVC2E4/ek3eAo1CsPr+Vgypt1/f1fcHphsOhr6+vV1dXlw4ePKgdO3bYZyjYgpJ74YUXdOzYMSWTyQqYcGpqymJ0m5ubOnTokPbt22fzSywrFAqZYicuyUHFgNjaKpelPXv2rKampsw4gnE8OztrBhleEV4UQhc0QZLtAYTZzMyMJicnzSDDksc78KVwX4vxehjg6+vrOnHihB599FHde++9+sxnPqPZ2Vn97u/+ru69916Njo4ql8vpyJEj2tra0qVLl3T27FmFw2F1d3dreHhYktTe3q5Dhw6po6NDp06dsmI9KB+PclFAg3lHKQUC5YYxvb29KpVKmp6eViqVstoLICYeLeFs+9h19f/8jIIvFotWIIiUqJaWFqVSKaVSKTuzPqcXboUvg+nPMsIfg8J73/6Mc098FhnG+fP1Abhfn3e9tbVVwWrn3PtCUp4o5vk+OAF01INISw0D1iyTyWh2dlaZTEYtLS0aGBgwtAnUEjlACeKJiQktLy9XxMtJ0SIs6MODZG/QInlzc1MdHR0VaZfIN1AVlLWPP6P8S6WSyS7md2VlRdls1oiUyHrPW8LoeDVCXN8PS/wxSS/3TS8JFL8Ip/3qFd6XJOm3fuu3tLS0pHg8rieeeEJ/+Zd/qbW1NZ04ccIENuN3fud3JJVJZx/5yEde9posFIeCGDSMSgQvyk8qe4PXXnut+vr6DMohVxoLE4Y11hWfJQ7k07wQzgiYmpoa66JDi8WWlhYdOXLEmLPFYlHj4+MV1nB9fb0RzbyC8OSGQCBgGxKohkPuoTbejzGAsJG2y4CyqTEogNh86gZpGBwomLA1NTVWgARrHQHQ0NCgnTt3amBgwO6f0q6BQLmz1smTJ/Wd73zH+tcCGZKGBzS2Z88eHT161OJpkM3wkDEoJFlzEaq8FQoFnT9/Xk8//bSmpqasghtV79bW1ux15oa4OOsOgoOxwFqBpkAqhL1LXJuCK560+BqNH7oBTqGfgwcP6n3ve5+effZZ/cEf/IFGRkb04z/+4wqFQtqxY4d5J08//bRSqZTe9a53GblP2q7VfurUKZ08ebIijINCgxPgc5r9XNbX11sIZWJiQul0Wul02sISvhwukCzIFZA5A0XrY9l4Zr4ZDPyI+vp68+TJTUYBgM7xHN7w9nA1ssWH1/AEq4f3mFHCFJBBgXBGfNVF3oPsQHahlElNhJHtZRrXjkQidj5xhjgDmUzGYtbxeNxIqTC3OctNTU3q6elRZ2enFhYWrGogrS7hKnB+vYG/urpqxNTp6WlJMjKpN+6pp8Bc+vQ2vHhPLvP7olQqmWymjbJHYLzR5eXulYw3dKWzf/tv/60+9alPVbz2oQ99yH4OBAI6cOCAnnjiCXvtu6V0+bgSChWoBiWAQvcKj/J2eMmQpDw7GGuMvOVisVhBpvJK1Atz4uDAz8B5+/fv1+HDh83ynp6e1sLCgm2gurq6ivaXHHb/jHV1dVZ6kDQyvr8a2maQ6sCmxsLu6OiwWA25i5BZOLSku/kKSCjmaDRqhhKGUbFYtFzsWCxmVdOY/8nJSeVyOY2MjOj06dNWfQxvKp1Oa3Fx0RTd4cOH9Za3vMXy1/P5vNrb282Sv/baa9XW1qb5+XnV1dVp165dRkjL5XJ64okn9MQTT2h6etpKomKcDA8Pa3Z2tqIRhGccc8DxIvCyPSFmYWFByWTShD/pZzQrwEKX9Jop7NfDAA+FQnr/+9+v97znPerp6dG5c+f0Ez/xE+rs7NSBAwfU3d2twcFBLS4u6q//9b+ue++9V3/9r/91dXd368KFC7p06ZJdi5oHvqMZni913UF38J7Y4x7hSSaTFtIiXANbnOyGUChkhEHf+xgDwStRb+hDTiLum0gk1NHRocXFRetZncvlrLc8Rj/KmsFZ9ooUwmapVKqAvy8Xi+Y9GMYUf8JzJRfbFyoCZgYtwvDx6ZwYppIsrQujg3kEqsZYp8nGysqK1Qbv7e210sEoYIyiUChkCjaZTGpsbMxKKCOD4vG4mpubTW4D9efzeS0uLmp8fFwzMzNqaGjQwMCAFYKishlef3t7e4Vxx5mt5g+w35hbjDJkm+cf4GVjALxa5/kNrbD379//fb3vLW95y/f1PiBkrMlLly4ZxEkeITEblEIgEFBPT4+i0WhFjLilpcU2MdZ5b2+vjhw5okAgoPn5eV26dMkqoMGIlrbbc+Lx+TQjSerp6dHRo0fV0NCghYUFtbS0aGFhwWpuE79ubGy0A9HQ0FBBlMDwiMfjFhvj3oG4vVXurXEOoWeFQ9YgXkQ6Gkq9vr5era2tVqfXQ4Pt7e1qbm6uSAGpra1VPB7X/v37tXfvXmu8ACz21FNP6dixY5aXixCqr69XIpGwNn889549e3T99ddXpLYRAxsaGtLtt99uHlo4HFZvb69Bdpubm3r44Yf1rW99ywymSCSiUCikTCajkZERzc/Pm3eGEYUgJ+4PLMbfpG3jKJ1OW3U6DBfYwhSRgFw3MzPzWnvZP9TR0NCgtrY2g0br6+u1c+dOSdLERJmAPjIyonQ6raamJlPQly5dMrJp9fAM5a2tLYtP0rcaJVVbW1vhPSJUfSlO73lilAPpFgoFI6Oi/Hy81sPK0jYMjWfa0tKi9vZ2bW5uWmMgYHt6SOOBAUt7Q5q9D1GTe8Rr9sqg2vj2nqKvdEb5TghpyAT/PHjKKH1/LVAk//lQKKRoNKpoNGqFUXK5nKF14+PjhizV1NQokUgokUhYPrdvqdnQ0KB4PG57Znp6WoVCwc5zJpPR4OCgIpGIUqmUisWi1U2AUDY+Pq75+XnFYjENDAxYOidEPFIze3t7JZWhdb+OrKUn4vrsAFK4WOP6+nqTL8gC5olCXKzJlYw3tMJ+tQeTXVtbq7m5OU1OTlY0WvDsZRYvHA7rwIEDFZV1isWitVhEydXW1qqvr0+9vb1aWlpSb2+vxcZ9q0RPIgFKxkCgLCaCn0OE9w28jtAnBtrc3GxxFs+SRWh4KMf/T7wexQrhBdgYRvT09LSlLOC9A4+xASkVCAEFQgYpaqAPfGd/f7+6urqMVbmxsaH5+XkNDw9rcnJSo6OjWlpaqsht3dzctBrBo6OjSqfTqq2tVX9/v2699dYKiBRkJJ/PWz43MGR/f79isZihIKOjozp37pwVTSGmfPHiRa2vr2txcVFbW+WULk9Y9CUZEXA+po3SzefzGh8fVzKZtKItnZ2dlj6UyWQM/mtoaDBW/o/SWFlZ0blz576v9wJhfreBUkPYYxTT+91D2ezTxsZGRaNRg3D93sdAlWQKOxQKmZIlHgr7H0+Ta2DE8V0geKxjMpk0w4wzFg6HbW9LMjQO5X05KJzQjBf81exjrxxKpZJ5rKwDYSwUEiEvlLUn3AGZY4QD+4IgcF/MvVQm91Kqd2VlRclk0oiFPizG86ysrGhmZsYQiba2NnV1dRlHyKeN5XI5dXd3q6enR3Nzc1Z/PxgManl5WUtLS0qlUlpaWlIikdCePXvsrHI/W1tblnJKLXLmjTnBEKqtrTUHhvUEafQxceqU48QRgpSk5eXlipj/lYw3lcLG+wT2pf70yxFJamvLrfV6enps89bV1Wlpacm8cQ4HKVZA1lhZHAaseKAfFDTwCYPPeXLDysqKbVxgVzZhNTGFgcdLrAshw3sICxCTYqN5UgvCcGlpSblcziA1LwgDgXJ1oVgsZoQrPHo8bwhb1113nUKhkHK5nPr7+9Xa2mrx7NXVVR0/flzT09MWFwL+8+lyi4uLevrppzU/P6+trS11d3frpptusrg0lcQ4xL6sIc+CJ7uysqLR0VFdvHjRSs3C/p+cnNTS0pLBXfAKOHjeE1lbW7NShCAneP41NeWCHF4JNTY2qr+/39ZxYGDAwgnMcTXL9+qoHHg9KDA8HBS5Z2jzOy1QFxYWzOshBoxRDTeENqzpdFrFYrlGNUrZx5c92RLFy/nxebzk5EsypjKxU4xAT3jyYStIa57ZLb1UXvE5T1jk8xjjeMXsNY/icN+EdXzJU+YQKJhOY8igxsZGg5pJk5qbm7P77enpMUZ8tZGCbItEIurs7FRvb69WV1c1Pz9vjYMg55HVkUwmK2LayWRSS0tLloZKS004QFyHkqqEOzBeQMm4L+QY4QDPJ4Do1tzcbD29Mb4gtPpy1nAZMMKuZLzpFLb3LonzVkNQ3iv1fZnxpthgbPBSqWTvA6JeXl7W+Ph4RQ4fh5ADyvd5BYmRUFNTY0pmeXlZc3NzCgTKJfe6u7sVCoUsDQX4j4G3C1rgDyWpW8BvQMJ4ddQDBr6mpGQ1W5XNhwftqybxfcSkC4WCkco8UoHlzHuwypkjEAUEDulzIyMjKhQKam9v19GjR40MWCqVywZubW1ZwxAaL2QyGc3Pz6tQKOjEiRNmOCWTSYOxEP5UYqJ4B5AXQgsvg0MOEgMcDyRbW1urVCql2dlZE2zr6+vavXu3Ojs7jcDo4+DEM9mvV8fLDw8nYxx6NMkb3j4ctrS0ZM09fLwSr6q5uVm1tbV2zlF0lM9lv/r74DtRwCgq6nSjsAOBgMVOpe0aCdVwOAPhjzfKuUOOoWDY/5xp9pGvNYFygk1N6MYboRgknsjqr7e1VU4TpfY5SnNtbc0Mbc867+joqIjV+9Ac/J1AoJzy1t3drb6+PhUKBeMWEULju8k4gcxWW1urZDJp3nOxWDTjWZKl69bU1FTwT3hGn+bleQAezmaNt7a2jDBIMxEMHBwRnECq1DG/fo6vJL3rTaWwpe3UJU/uQSF48ggKAtjSkxLIR6aK1fr6unp6eoygUldXZ71cfbwaSw7h4JU4Gzkej6u/v19bW9ttPkkd4MATa+IA40V467i5udkOq6QKhYtHz0HwaQd4vBQaIKXMexRsPlJVUFR4B8Bl7e3tamxsVGdnpw4dOqRoNGp9tKXt/MWNjQ1NT09XdB7zSADoRjKZ1PLyskqlknbu3KnDhw9r7969FXFh4nwINe4tk8loaWlJ09PTOnPmjDY2NtTX16dYLKa1tTXz7P3zQaLx1ZDwthGOUrmwi/fuMGrW1tY0MjJirT6ByoAFPUEH4cq8SFcV9vcanFnmHaHrIWGEMB4Te07aFp4+9xrFTx59XV2d7QsQGGLi1cpZkqFWkoxQieHtwxygR8ghXx7Xw7GEW0ADpO188mqCmb8e+wsPkTNPbXUvc7hvoF0cDO/E+H7inGP4OcglnBAaqMDLgITqkQ8MD8r29vX1qbOzU4FAOXXSV4BEeXKvyERvKFQr5M3NTes7AQLA3CCnQf6k7drrkiwt11ds40wvLS2pUChYFguxavgshMYwIgmP8bxXGup6UylsH2+CreytVSxOPNadO3dqx44dFYrcxyvZ1Hh0eOtzc3OWfoRnzsIRw2Iz+BQSvjMajRocFQ6HDVoiNQqrDeUEiQzlWSqVjOwCkkA+ohdseHyFQqGimhg1fbGEUerFYtG8dw440JJnwTc3NysWi6mrq0s9PT3q7+83z5q0MO5zeHhYY2NjRh5hIFBoOIKgjUajuuOOO7Rv3z5rDOFZmc3NzWb4wEnAc4cIODMzY/ElPOB0Om0WO8KSms88H4gA3gqxfgS5j7XX1tZqdnZWCwsLBoe1trZq7969RnZjzSTZGmGd8/xXx+WHV8oYdbx+OagYowrlyzmWtpUnSgE42BteGFe8htHsOz9xPWm7HkF9fb159OQHsy+Jh6NMPZQKeuVDL8gXZIp/Pp7Xp2JCjqIMLAoGuee9cI8qVjPVQdF80aWFhQUtLi6aJ0kRG8hsIFM+TOBZ66xZS0uLBgcHrXDOzMyMMplMxVowt8w9JZAl2VmBGJzP562ULSEnno/QpLRdcxy0EaQlGAwaz4TvYK449/THrqurM5Idipx55FmR41zjqsL+AQcWILWxOfBsVqyptrY23XLLLRoYGDCvESibw44FFQwGTVHACMZi9tWu2HRAPR46KpXKRTz27dtX4Y0BwxFX872ziZ8A76BEJVUUL/FwLIUZGhsbTYljQW9tbSmVSmlmZsasRRQVMWSui+DA8ufANjY2amBgQDt27FBvb6/VEuf5V1dXLa507tw5nT9/vsKo8QIll8tpaWnJrPOBgQFde+212rt3rz0b6TYQ/zAwIpGIJiYmLP6+sLCgF154QXV1deru7tbKyopSqZSRgVh7BAuWPUYcnhdrCdEGReCr2AH1eXYrKEx3d3dFWhvGoEcmPKHn6njp8MgDBjapgNUs6UAgYO1SA4GAKWzm3St3fvZ5x7DJUbassWeHs289nF1XV2dFdyisAf8FVnUoFDI54HN4OSucPX7mebmPavIo94wMyOVyymQy2tjYsPi9/5z3mr0s8o4NbXvp+FUoFIzUhWFRW1tu1zk3N6e1tTU7E5wfzgzkLZ6fanNNTU2WDw+C5hEE7hcYHJkFdB2NRq0FMMWempubTalK22giiIMPabJ+zAdQOOcSHbG0tKS6ujojn0YiETU3NxvzHNQF5wYOAzKJ77uS8aZS2BwmYBS8ZBYFLxfmcV9fny0aShTGsI/DAjNhDHiyFJ4wGxVWJLFLFndrq1zKL5FISNqOu6GI6AON193U1GSb0setIKW1tbVVlNr0FiSKAGFE8/f5+XlLH/NdfkqlkhXSB/rlHvkHwYruWBQkkcrKlDao+Xxes7OzVvFrc7Pc85pDwWElLWRzs9xlJ5FI6C1veYvVlcay5hDAlmdupPIBf/zxxw0ZAIJjHmZnZysYt3g1WOUYab7qE2GCRCJhdYelbUMPz2dkZMSagxSLRcXjcYP8eD+GAbnqpKnl83nzZq6O7z68MVmtrFGsGLbT09MWjvFkRs4+Hh1xUvYjQhzD2Yc+EPyed8DvxDUhqKIs+BvIkDcEMeQk2bmm0hjGAd6htH0GeS/7F2Mcg7GlpcWuAYkNZM5D5h4iprY2uc6E5pAbhA1g6ReLRXV1dSmRSNi64KSAkKE429vb1dPTI0lWbQ6PFsXqPePNzU2l02nlcjmD+yF7QSCFY0SGDfIQpYljgKz0LHiUL4iKDwmQN5/P5y2Xmzkknu4dBuBveBLeMPfch1cy3nQSAaGKovRwLxu4VCpZ4wosXCZ6a2tL0WhUs7OzRupCOWGZwUhESfviBplMxgQMMVcstGw2a4uLsg4EApqamjILvL6+3mKgMEclmZVLPAhImI3JZucZ2LyLi4saGRmx/rH8Y4OXSuXWcm1tbRbjwqrm2WBJx+Nxtbe3W11ujAQUZTKZ1MTEhE6fPm3NHhBYHR0dyuVy5t1D+GlqalJvb6+uv/56q4QmqcJDlVRBfKPZwKlTpzQ2Nqa2tja1t7dr9+7dOnv2rAkcBIi0nXPJwZW2c3Qxypi71tZWdXZ2mrL1hJJCoaCJiQmNj4+bJ47wAyIlLILVzWsUuYEk5yvIXR2XHz5UJVXC4Cifurpy60PQGj7H/vKCnXRJ9pfnJHjlKG13Y+Ic+mvjYcFG5zoYthjS1cq6OnbMvvaEM4xGnAQUONcHMiZ2iwGLLPP8Fq7L3OHNEgJAWVLsxOehU2WQkAFOgkfvmCeK0YTDYQuXSbLwId6oRyOB9ZGbyWRS9fX16u7uNlQLb1mSzZf/HMY2a+lDEHyGOSoWiyYjvRG/trZmFfQIYbHffJMSD3fzLD7/3dcDeKXjTaewOZzSdmoOBwivB+GNxwxpgglHgJMmsGvXLmuLycaG0OCVGgIe67FQKBhER7/XZDJpSf7hcFipVEpDQ0MWJ8WCg8nqU7taW1vV0dFhsV0OgS8biLddLBaVTqc1OTmpTCZj3p60DbGR7kJqky+j6IWIVCaixGKxigIzQOC5XE6zs7OanJzU8vKyNjY2LIdakmZmZpTNZjU7O2teb01NjUHgzC8WrWf1Nzc3W+H/YDCo1tZWra2t6Wtf+5pOnz6teDyugYEBE44cNFABnrOhoUHhcNjiXswtwkPajpsCI8Kex0tHAU9NTVmpWhCReDxucXzveSA0geRqa8tZAq9GvOvNMNjXnA0QMQS/VD7zvurg5VjWvI9GMyhdDzuDsnmDFlnB66wpBUH4h6Kn7SvDfwdGPutOLi+8EhwL0Dk4Mnw3xiOKin3sCVt4phgUPAvfj5eOUuf7UNb8I9TU0NBgPadxfiiylEqlDBZvbm62ugsUf4LdzfcSVkC5S2VjK5/P68KFC8rlcjp06JB6enqs9CgQPOcVhwJD2CMTnvfgHRLmEQId8g85g4GPbPOGnQ9psp5wXTzfib1WbTD8oONNpbARgkx6dYK8Z2hyCD1E5eFaYkV79+7V/v37TbnDFkSxoDh5v4ezpG0rvb29XbfeeqsikYgymYy6uroMks5ms6Y0PfmJ++P+u7q6NDAwYL2eJVlch+fnO2lVCHEEtICBAUOKhIeWPGTY1NRkUP7u3bs1ODioXC6n4eFhhUIhLS8va2Fhwe6hpqbGiFgUoqB9JZBWQ0ODdu3apbvvvttKh1I9CWMJQcRhIra+tbWlhx9+WA8++KDlOk9PT2t1dVW9vb0V7Nv6+noTWD63lvsgZOKZs4Q/2DsINRQEBhCezPLysjo7O9Xf329pf77YCoIGhU0DCoy6q+O7Dx8WkSo9a4RoTU2NnU0/p5xNPhOLxdTW1mYlNX3REJ/+KW3Hub2hgJAPhULq6elRa2ur7YXa2lrzfLu7u81QAH3BcOPeYZjDhwBtQ7lVVyvEQ6+trTXDk9dRWtWkK28cABWTFQHSUyqVlEwmlUqlzIMHBYjH4wb54klyv0tLSxXP0dPTo0QiYQWSlpeXreIY98R6EDvnec+cOaOZmRldf/316urq0uLiopaWlirIcwzklnc6qpW1D4F61ATlDRLBs+TzeUWjUbW0tKhUKtkzkfpWzYHyHCe8f48GXsl4U0kEvLJqRqRnOKMc2DC+6xYCHMF96623as+ePRWpSDCasYJhITY1NVV0bMGSra+vVyqV0sDAgPr6+ow5iSAiZsN9BwIBq1qE4sbT7OzstNKeWKywJlGwKCcOjY97eehO2madExfHgkc4BINBtbW1adeuXTp48KC6u7u1vLysZ555RnNzc3aPCLJAIGDQOwdCknXQwjC6/vrrdeutt5qyRnDk83mDjSlOMjMzo1gsZgrz2LFjevTRR42xioJfX1/XCy+8YAQw1tznuUrbXY98PiqHn3mgSARQP+GUZDKpCxcuGDJRU1OjHTt26KabbjLCDzm5pVK5pSYxQA46wo/8z6vjuw8vfL2i5h9plJIqUqQYa2trCoVC6urqsj7pCwsLtg/Y56AnrKGviiZtx5Klsmfc0tJiJXwx1Nn3eLlwJDCAvWzy9bgxviGO8rP33Lk2Xrk3RpgHlDheMgqb+eOzwNrr6+saGxvTyMiI7U/QKE+aw5vlPGOIc73Ozk51dnYqm81ae0zgbAwD5hujQZL1EZientbAwIB6enoq+tijfD1Mj3HF/KCwq0l87BdflhrFTqiUXtr19fXmxdfU1FgNBeo1sA7Mjx/cE++7GsP+AQYxIjYqG91vfkkV8UZp+3CwOfA6d+3apVgspuXlZTU3NxsULr20eYOvXuUt9ZaWlooGIRDFsIgnJiYM/iImQg9laVtQUOpS2m64USqVC4mwyb1iojIQQgIlzMFsbm5Wa2urzZNnPRaLRbOad+3apT179pjyGRoa0tTUVEWVIOJAMLqB1PP5vDKZjEHTdXV1Onr0qG666SarGxwMBq0pSiwWkyR7lmw2q/7+fs3NzWl8fFyLi4t68sknVSqVLMXDW7/EFD3zFo+eOcAQgHTnhTzeR0NDgzWawEjb3NzU9PR0RQWtxsZG3Xbbbdq7d6/Gx8etSAOxbkotco1qNqknUV0dlaPas6yOI/rzwVx6w5rYL+lX9GGmuI5XABhvXNcTmDCiPQwP7Imi5f7wTD1Mzf+eaU7jEcJJoDz0ZUcWgALiIHgiGYqK/QYHBk8aox6vGLY1UHgul9P09LRGR0dVKpXU3t5uBqWPf0uyz4Aewt5ubW1Vd3e3WltblU6nNT8/r3w+b+8h/IQyk2S/T01NKZlMam5uTj09PRoYGLC5xHFifb3CZG4xQrxR7vPYeR1ngHmRKlNKJVmd8mKxXAimublZ4+PjhiKwL+Cm+HLX7A1/P1cy3lQK2x9uSRXxB+/BAk8Gg0GLp0oyqHttbc3SlWB6knPnG4j472QzYyGzKWA6cvASiYQpsEwmo6GhIYuZ4EmjXNjcoVDIKgqROkH943Q6XQHj4eWizFBc0rZR0dDQoFgsVsGGBf7Dwt61a5euvfZai0ktLS1pbGxMQ0NDmpubs9gNdcJ92hPhA1imeO07d+7UddddZykaxPjT6bTa2tpsHfFMurq6lM/n9eyzz+rcuXPmoSM8fVcn5r3ay+H9GBYYNRhRWPv8TKyOeHhzc7OSyaQJTeJoW1tb2rFjh7q7uy0uhjdXX19fUXCCMrMoHRoRXB0vP6rJO14Q+rljf6MU+SweL+/f3NxUKpXS8vKyFc1gr6CsEbg+/ssekrbrm/N3BDWKLZPJ2HrjHVZ7zZxrYHwUSaFQMNmCQcme8nsV2eCJoexVzwbnfvkcbPBCodwFb2ZmxgiglDiGhImyhviKMsMgocsXnBZSRX2hpNbWVvPiUbgQcYeHhy0dllRI+D+sbTXZ0Lc9xcHw4ULg6+qwBkqWs4+3740K0FYIc4uLi1Ybg/Ac12Rf+j3I9/o1fqXjTaWwpfLmhIHMgWR4C52/A5/CwmbTYF0FAgFLe0BBcmAlGSEJ2MXHPj1Lk4OKEbG5uan5+XktLi5ajWrvCWLlS9uFSjx6EAqFNDU1pcXFxQoCxtzcnIaHhysY0qQd0ewDdmi1QFpfX1dzc7MOHDigI0eOVLSHHBoa0sWLFzU7O2sCA0ia56eqWG1trSYmJioE5oEDB3TDDTdY72q6gtHVivg0VY+Aq44dO6bh4WELWeClLi4uGuHPp+gAqVfD3ay7J6PEYjGLW1VnEfCedDqtra0tjY2NaWFhwdbk2muv1ZEjR0wAcG+QGP0eY68gVJLJpLq7u1+D3f+jNYj/g0j52CFKGu+Jphf83Z9L/g5HIhAImHGOZ+bRJe/V4aF6JwAjFA4KSjufz6ujo8OUDzLBs7SB8GkRibxBFuFdS7J6Equrq2ptbbX9KckQIknmnXuFx/eRukVRmXQ6bb2nKXBEUx/kEiiUZ2BTVQwDIR6PKxqNKp1Oa2JiwvKjQb8ikUhFhgWs89HRUeVyOQ0MDKijo6OiARKoI+uLXMaY8EYv55DXkWXIWIyZjY0Nc8JYawh2yEJkPM7U9PS0yWyPvAKrY7wwMHp8/PyVjsAbAXY7cuRI6ZlnnnnNv+fQoUOanJxUV1fXd500vGw/ufzsP1dNCvIwnY8Ff68B9EVxBx9PR4B8N48LMlj1QJBd7vXqUX194ucbGxsGRbPhLvd9L/ddLzeq55/DV/38/K36/uhNjQFTfa3vtb7f77jcvPoBaoBymJqaqsjVvNzzfK/79LyK48ePW1rOi595tlQqHfm+H+B1GD09PaVf+qVfes2uPzc3p1OnTun2229XIBCwlKJqUo+P8dKOFQMUpMgjLRMTE2agI3BhQHsOCsa2JKu97xU2BLbp6Wkz6LifwcFB6yInqcKY9ChfOp3W0tJSRXy4OscYReTL3UrbexZ0sKamxlJHfWom3r4kU9RwMmpra43IyTOyVz3pFeNVkvE28LBXV1ctbQsoHRgcTxv0IJfLmQxIJBLq7Oy0tfNxZZQzcpG5x9HxIRHPU2JuMXyYJ08c82FLSZYZQ5c3oHqKxkAw5Do8F84D37GxsaHOzk4Vi0W9853v1PLysp5++mlJ0r/4F//iBzrPbyoP+2tf+5o++clP6ktf+tLrfSsV4+mnn9YXv/hFffazn329b6Vi/Nmf/ZnOnDmj3/iN33i9b+Ul42/9rb+lT33qU9q7d+/rfSsV413vepf+9//+3xVFVa6OV3dEo1Ht2bNHPT09ete73mUdkqoNIH7e2NjQ9ddfX8GKlrZDRHiwvm+xJAtF4cWhIKRtY6DaKEun0xobG9Ntt91mufR8ByEUPMDqdCMGnAYUEITNuro6U8p8hjjs5ZwHb/itr6/r6aef1o033qjW1taKOCteJl4j3wWi5+FcP68emWKO+FuxWKxQytWZOCBv3NszzzxTgdp5Q5lrMg/+Ne6j2vB9ud95Rp7HO2E+7iyVYfann35aO3fu1O7du4286/kSPqTo16U6a4EwSCwW0+TkpF7peFMp7Kvj6rg6/uqPhoYGra+va2ZmRoVCQceOHXu9b8nGzMyMFhYWdNNNN+n8+fNXlHP7ao719XU98cQT2rdvn2ZnZ5VMJl/vW7KxsbGhM2fO6OjRoxofH9fCwsLrfUs2vvnNb+qDH/yg6urqdOHChSu+3tbWlpERX8l4UylsrNw32rh6Xz/4gE39Rhs+de/qeO0GUCZ14t8og9r0q6urFelhr/dYX1/X8vKyFWd6I83Z+vq6pcClUqk31L0tLi5azYo3wn29MaXxazQGBgb0+c9//vW+jZeMm2++WTfddNPrfRsvGT/xEz+h97znPa/3bVx2/Jf/8l9elUIEr/a477773pD39aM2+vr6dPDgQcsCeKOM1tZWDQ4O/kAclh/GCAaDuuGGG6x50Btp+Hubnp5+vW+nYhw6dEiJRKIihev1HG8ahX3fffdpampKknTXXXfp8OHDr+v9nD17Vg8++KAkqbOzU/v379ejjz5qf7/lllt09OjRH8q9fOtb39LQ0JB6enr0gQ98QH/2Z3+msbEx+zuv4S3U1NTo7/7dv/s9CVlXOlizvXv36p3vfKe+8pWvVFi5H/nIR7S6uqo/+qM/klSGSj/+8Y+/pvckSf/rf/0vq9wmST/7sz9bwYtoamrSPffcoz//8z+31w4cOKC3ve1tr/m9/aiPYrFo1eQymYzGx8crMhlej5HL5TQ5OWkZAIVCQf/n//wfzc7Oamur3NSnt7e3IvXotRr5fF4TExPa3NxUX1+f6urq7N7q6+v1zW9+U4VCwdrnSlIsFrMqgK/VWF9f19TUlLLZrLq6utTW1qbJyUnLdQ6Hwzpx4oSSyaRGRkZ+aPO2tbWlqakppdNpSWXZ1tHRYY1Oampq9K1vfUv19fWamZkxwlo4HFZfX98PZU39eFMo7K985Sv6+3//72t+fl6SdNNNN+mP/uiPtHPnztftno4dO6ZPfOIT+nf/7t+pra1NDz30kP7hP/yH+u3f/m39+q//uv75P//nPzSF/fnPf15f/vKXdffdd+sDH/iA/ut//a967LHH9Iu/+Iv6zGc+o+uvv17/+B//YztcdXV1+vjHP/6aK+z/8B/+gx5++GF96EMf0jvf+U595jOf0dzcnD7zmc9IKsOiH/vYx3T//fdLklUb+6f/9J++pvf1W7/1W9rY2NCdd96pL3zhC/r617+ub37zm/qpn/opXbp0SfPz8/rP//k/6xOf+IR95qMf/ehVhX2Fo1Qq6eLFi/rmN79phT7W1tZ04MCB1/W+pqam9OCDD+rIkSPav3+/CoWC/vRP/1TXXHON5eD29/drYWHhNS+GMzMzo4ceekgdHR06fPiw5ufn9Z3vfEc33HCDkeDC4bAeeughSx287bbb1NfX95p6t/l8Xo888ogk6ad+6qfU1NSkRx99VIlEQjfeeKNVEvv2t7+tS5cuqb+/X52dnerq6nrNFfaxY8dULBa1e/duTU1NaWNjQ6dPn1YikVBbW5uef/557d+/X48//rille7bt099fX1WsvWHNd4UCvvkyZOan5/X6dOn9fDDD+sTn/iEFhcXX1eFzbjrrrt04MABvfDCCwqFQnr3u9+tX//1X/+h3sN//I//UY899ljFa+3t7brzzjtNOUrS+973Pv37f//v9Z73vEd/7a/9NX3jG994Te/rS1/6kvbt21fxWjgcNpi+pqZG3/72t/Xxj39cn/rUp3T06FE9/PDDr7nCfvDBB41JOz09rW9+85uqra3VkSNHrFoW44//+I/V1tam9773vXr3u9+tn/mZn3lN7+1Hfbzwwgvq6enRv/yX/1JbW1t64YUXdOjQIWvR+HqMzc1NxeNx/cZv/IYGBgb0la98Rd3d3fr0pz+tRx99VK2trbrjjjv0J3/yJ685HN3W1qY77rhD+/bt0/vf/37dd9996uzs1Kc//Wk98cQTVnDl0qVL+tSnPiVJ1nmQNKrXYjQ2NuqWW25RZ2enPvzhD2tkZESNjY36O3/n7+hd73qXhoaG9Mwzz2h+fl7/+B//Y91zzz06duyYOjs71djYqHPnzr0m91VTU6Nbb71VH/jABzQ4OKgvfvGLWl1dVTgc1oc//GEtLi7q1KlTuvXWW3X+/Hn9wi/8ggYHBzU0NKRQKKSlpaUfale919ZFeoONgYEBtbe3v963YWP//v26++67dcstt+jixYv6H//jf2hwcFDXX3/9D/U+KDvoxxNPPKH29nb19/fba+FwWDt27FBdXZ1mZmZe8/siL92Pc+fOqbW1Va2trRoeHpZUzpXdsWPHDy123NPTo3A4rN/8zd/UAw88oCNHjuiuu+7SP/tn/0zXX399BUTb3d2t3t5ea7t6dVzZqKmp0c0336xbb71VFy5c0Pnz53XgwAGrFfB6jXA4rOHhYX3mM5/RN7/5Te3YsUN7///tnW1sVFd6gJ/XYJvI9vARg8cYO4EFHFGcQFQWkDebRCFp7B98JBFKFbUrUWWrZCu1UaModIm0qMoPqrQlVUKlEjbZbS1WSaBZFAUpUJGgJHyUnQQ8jD32jG3ZCdgusV2Py9gxntMfc+euzdrG4MzcM/h9pJEvZ+7MPHPmvpyZ8/GeFSvGrO3OBHfeeSe5ubk0Nja6S9EqKytZuXKlmx43tVb6nnvuobe3lw8++ACfz+fuNZ8OUj0ikUjEXeaVk5NDW1sbr732Grt27eKzzz6juLiY2tpacnNzOXv2LAsWLEirV05ODitWrKC3t5cDBw5w6NAhEokENTU1VFdXc/nyZfr7+93lbZWVleTm5vLRRx8xMDDA6tWr0+Y2rm9GX01xuffee6mrq2P37t2Ew2HefPNNDh8+TDwet2IC2ltvvcXChQut6IVIsWPHDnbu3ElNTQ3wh2stM8W1a9fYuXMnb7zxBtu2beP999+nvb2dkydPsnbtWs/HVGcC/f39BAIBd16KlxQVFfHggw9SWlrK7Nmz8fv9lJWV0djY6O4ZPd1NH26GK1eujKmXWbNmEQqF6Ovrc3f+gmTSlmAwSDQapbS0NO25A2KxGB0dHW7WwOXLl7NkyRIWLVrE+vXreeihh9yd6pqbmwmFQu6Ycbq9Dh48yP79+1m6dClPPPEEeXl5NDY20tnZybVr19wv24lEwnXz+XwsXrw47X6jmVEN9lNPPcWePXu81qCjo4NXXnmFnp4ewuGw2/AcPHiQzs5O3n77bY8N4fXXX6ehocEddwI4ceIEtbW1tLe3s3fv3ow7RSIRdu/ezbZt28aUHzp0iNra2ox1iT733HPs27ePLVu2sG/fPubNm0c0GuX48eO888477iYnAC+88ALPPvssjzzyCI8//nhG/G53rl69yrlz52hoaPB8JvbVq1e5fPkyiUSC+vp6wuEwxcXFFBUV0dLSQkdHBy0tLRlrsK9PKALQ1NREc3MzX3/9NdFo1M0KFgwG+fLLL5k/f767uUYmvCA5M7ysrIzly5e7u2GlJslFo1FOnTqVkZnZiUSCYDDIp59+ysaNG9m7dy9+v5/33nuPU6dO0dXVxcWLF93VCC0tLXzxxRfk5OSwbNmytM/juZ4ZMYa9a9cugsEgZ8+eBZKNkZezxAcHBwkEAjz//PPE43E2bdpEbW0te/bsYfv27fj9fgoLCzPm89JLL/Hdd9/R0tJCVVUV/f395OTk8OKLL1JSUkJeXh4lJSUMDAwQCAQoLCykuro67V47duygoKCAM2fOUFVVRV9fH8eOHXM3X/H5fHz88cc888wzBAIB7r77bt599920ezU2NrJo0SLOnz/Po48+ijEGv99PXV0dw8PD7rhbSUkJra2tAGzfvn3M8IJya6xevZqCggJCoRB33XUXmzdvZvHixQQCAU98YrEYTU1N3HHHHQQCAUZGRli3bh19fX3k5+dTWlrKmjVrxqSXTSfffvstra2tlJeXEwwG3XrJz8+npKSENWvWuHnHw+EwBQUFbN261e2eThfxeJxIJMLs2bNpa2vj9OnTnDhxgv7+fj7//HNqamrYtGkT9913H83NzcRiMTZv3sz69evTOvyWSCTc//eefPJJLly4QF1dHeFwmOrqanw+H2vXrqWsrIyCggKi0SgDAwNs3bqVJUuW8Mknn6TNbTxmVC5xRcl2NJd4crx43bp1FBcX4/f7iUajnDx50l3FkElSG2rU1NQwNDTE3LlzmTdvHg0NDVRUVNDd3U1FRQWDg4N8+OGHaZ90lspz/dhjj+H3+2ltbSUvL4+Kigq6urooLy/n0qVLRCIRHnjgAQAWLlxIKBRKa+OTStyyYcMGqqqqaG9vZ2hoCJ/PR1dXF5WVlSxYsICjR49SWlrKqlWr8Pl85OTkcPTo0Wml85yM1K6IDz/8MCtXruTSpUt0dHRQVFTEsmXL6O3tdfO3nz59mo0bN7o9Aj09PRw5cmRan6nmElcU5bZmaGiIpqYm2tvbSSQS7j7LXjBnzhzmzJlDJBIhNzeXzs5O4vE48Xjc3byju7ub/v7+jCQsmTt3LoWFhVy5csVdWxyPx6mvrwegu7ubWCzGyMjImF6JdA8n5efnU15ezvDwsOsCv//C09TU5NZZqhySPRjpzDCWWnfd3d09Ztnq4OAgoVDIPS+Va72+vt6dQBiLxTI+JKMNtqIoWcXw8LAVk81SDA4O0t7e/gflvb29HtgkE7lMpbch08vgJqqn6+np6XG/bGSCkZGRKXe7e/WZprjhiLmIlIvICREJichFEflrp/wXIvKNiHzl3GpHPWaniEREJCwif5LON6AoiqIoM4Gp/MK+BvytMSYgIkXA70TkmHPfPxtjXht9soisAp4G/ghYDBwXkZXGGLsS2CqKoihKFnHDX9jGmMvGmIBzHAMagLJJHrIF+I0xZsgY0wpEgB9+H7KKoiiKMlO5qUVkInI3sBY44xT9lYhcEJFfish8p6wM6Bj1sK8Zp4EXkZ+KyDkROWfDtmWKoiiKYjNTXtYlIoXAp8CrxpjDIlICXAEM8PdAqTFmh4i8AZw2xvyH87gDwFFjzPuTPPf/AP/nPJ+NFGOvG9jtZ7Mb2O03nttdxpiFXshMFRGJAWGvPSbB5s8c7Paz2Q2yz++m4nlKs8RFJBc4BNQZYw4DGGO6Rt2/H/jQ+ec3wOgMEUucsgkxxiwUkXO2ri+12Q3s9rPZDez2s9ntBoRt9ra9Xm32s9kNbn+/qcwSF+AA0GCM+adR5aWjTtsGBJ3jI8DTIpIvIkuBFcDZWxVUFEVRFGVqv7CrgT8D6kXkK6fs74A/FZE1JLvE24C/BDDGXBSRd4EQyRnmP9MZ4oqiKIoyPW7YYBtjPgPG2xvuo0ke8yrw6k26/NtNnp9JbHYDu/1sdgO7/Wx2mwzbvdXv1rHZDW5zPytyiSuKoiiKMjkzantNRVEURclWtMFWFEVRlCzA8wZbRB53co5HRORlr30ARKRNROqdHOnnnLIFInJMRJqdv/Nv9Dzfk8svRaRbRIKjysZ1kST/4tTlBRG53yM/K/LMT5IH3/P6u11z9NsWzzbFsvPaGs/T85vZMW2M8ewGzAKiwDIgDzgPrPLSyfFqA4qvK/sH4GXn+GVgT4ZcfgzcDwRv5ALUAkdJThLcAJzxyO8XwIvjnLvK+YzzgaXOZz8rjW6lwP3OcRHQ5Dh4Xn+TuFlRd7f4nqyLZ5ti2Xk9jefp+c3omPb6F/YPgYgxpsUY8x3wG5K5yG1kC/Ar5/hXwNZMvKgx5iRw/V5zE7lsAX5tkpwG5snY9fKZ8puIjOaZNxPnwfe8/iZxm4hsyNGfLfHsSSyDxvN0mekx7XWDPaW84x5ggI9F5Hci8lOnrMQYk9o0tRMo8UZtUheb6vOW88ynAxmbB9+q+pPvMUe/x9joaHssg2XX4wRYd03OxJj2usG2lR8ZY+4HaoCficiPR99pkv0ZVqyHs8llFP8K/ABYA1wG/tFLGUnmwT8E/I0xpn/0fV7X3zhuVtXdbUDWxDLY5+Ng3TU5U2Pa6wb7pvOOZwJjzDfO327gP0l2U3SlulKcv93eGU7oYkV9GmO6jDEjxpgEsJ/fd/Nk3E/GyYOPJfU3nptNdXcLWOeYBbHMJD5W1Kdt1+RMjmmvG+z/BlaIyFIRyQOeJpmL3DNEpEBEilLHwGMk86QfAX7inPYT4LfeGMIkLkeAP3dmRm4A/ndUN1HGEEvyzIuMnwcfC+pvIjdb6u4WsSqesySWwYLrcTJsuiZnfExPd2bcdG8kZ/E1kZwh93MLfJaRnLl3HriYcgLuBP4LaAaOAwsy5HOQZDfKMMkxjr+YyIXkTMg3nbqsB/7YI79/d17/gnNRlo46/+eOXxioSbPbj0h2jV0AvnJutTbU3yRuVtTdNN6XNfFsWyw7r63xPD2/GR3TmppUURRFUbIAr7vEFUVRFEWZAtpgK4qiKEoWoA22oiiKomQB2mAriqIoShagDbaiKIqiZAHaYCuKoihKFqANtqIoiqJkAf8Prl7cbmOq4ZkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 检验边缘和轮廓\n",
    "kernel_emboss = torch.tensor([[-1, -1, 0],[-1, 0, 1],[0, 1, 1]])\n",
    "display_kernel(leo_arr,kernel_emboss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 高斯模糊\n",
    "kernel_gaussian = torch.tensor([[1, 2, 1],[2, 4, 2],[1, 2, 1]])/16.\n",
    "display_kernel(leo_arr,kernel_gaussian)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 锐化卷积核\n",
    "kernel_sharpen = torch.tensor([[0, -1, 0],[-1, 5, -1],[0, -1, 0]])\n",
    "display_kernel(leo_arr,kernel_sharpen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 实现二维卷积层"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 卷积层中的两个被训练的参数是卷积核权重和偏置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 在训练基于卷积层的模型时，也随机初始化卷积核权重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.221680Z",
     "iopub.status.busy": "2022-07-31T02:29:06.221238Z",
     "iopub.status.idle": "2022-07-31T02:29:06.225811Z",
     "shell.execute_reply": "2022-07-31T02:29:06.225186Z"
    },
    "origin_pos": 9,
    "slideshow": {
     "slide_type": "fragment"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "# 实现二维卷积层\n",
    "# 在`__init__`构造函数中，将`weight`和`bias`声明为两个模型参数\n",
    "# 前向传播函数调用`corr2d`函数并添加偏置\n",
    "\n",
    "class Conv2D(nn.Module):\n",
    "    def __init__(self, kernel_size):\n",
    "        super().__init__()\n",
    "        self.weight = nn.Parameter(torch.rand(kernel_size))\n",
    "        self.bias = nn.Parameter(torch.zeros(1))\n",
    "\n",
    "    def forward(self, x):\n",
    "        return corr2d(x, self.weight) + self.bias"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 高度和宽度分别为$h$和$w$的卷积核可以被称为$h \\times w$卷积或$h \\times w$卷积核\n",
    "- 也将带有$h \\times w$卷积核的卷积层称为$h \\times w$卷积层"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 学习由`X`生成`Y`的卷积核"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 当有了更复杂数值的卷积核，或者连续的卷积层时，是否可以学习由`X`生成`Y`的卷积核？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 先构造一个卷积层，并将其卷积核初始化为随机张量\n",
    "- 在每次迭代中，比较`Y`与卷积层输出的平方误差，然后计算梯度来更新卷积核"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.260238Z",
     "iopub.status.busy": "2022-07-31T02:29:06.259812Z",
     "iopub.status.idle": "2022-07-31T02:29:06.274613Z",
     "shell.execute_reply": "2022-07-31T02:29:06.273942Z"
    },
    "origin_pos": 22,
    "slideshow": {
     "slide_type": "slide"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "# 构造一个二维卷积层，它具有1个输出通道和形状为（1，2）的卷积核\n",
    "\n",
    "conv2d = nn.Conv2d(1,1, kernel_size=(1, 2), bias=False) # 输入和输出通道都为1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "```python\n",
    "torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride=1, padding=0, dilation=1, groups=1, bias=True, padding_mode='zeros', device=None, dtype=None)\n",
    "```\n",
    "\n",
    "- `in_channels`：`int`类型，输入通道数量\n",
    "- `kernel_size`：`tuple`类型，卷积核形状"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "# 这个二维卷积层使用四维输入和输出格式（批量大小、通道、高度、宽度），\n",
    "# 其中批量大小和通道数都为1\n",
    "\n",
    "X = X.reshape((1, 1, 6, 8))\n",
    "Y = Y.reshape((1, 1, 6, 7))\n",
    "lr = 3e-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 2, loss 0.503\n",
      "epoch 4, loss 0.086\n",
      "epoch 6, loss 0.015\n",
      "epoch 8, loss 0.003\n",
      "epoch 10, loss 0.001\n"
     ]
    }
   ],
   "source": [
    "for i in range(10):\n",
    "    Y_hat = conv2d(X)\n",
    "    # 计算平方误差\n",
    "    l = (Y_hat - Y) ** 2\n",
    "    conv2d.zero_grad()\n",
    "    # 反向传播\n",
    "    l.sum().backward()\n",
    "    # 迭代卷积核\n",
    "    conv2d.weight.data[:] -= lr * conv2d.weight.grad\n",
    "    if (i + 1) % 2 == 0:\n",
    "        print(f'epoch {i+1}, loss {l.sum():.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:29:06.277496Z",
     "iopub.status.busy": "2022-07-31T02:29:06.277286Z",
     "iopub.status.idle": "2022-07-31T02:29:06.282787Z",
     "shell.execute_reply": "2022-07-31T02:29:06.282165Z"
    },
    "origin_pos": 26,
    "slideshow": {
     "slide_type": "fragment"
    },
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[ 0.9948, -0.9979]]]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.9948, -0.9979]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 所学的卷积核的权重张量\n",
    "conv2d.weight.data  # 计算的卷积核是一个四维张量\n",
    "conv2d.weight.data.reshape(1,2)"
   ]
  }
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